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A slow introduction to TensorFlow
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# MNIST using Convolutional networks" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np\n", | |
"import pylab as pl\n", | |
"import matplotlib.cm as cm\n", | |
"%matplotlib inline\n", | |
"\n", | |
"from IPython.display import clear_output\n", | |
"\n", | |
"import tensorflow as tf" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"from matplotlib.colors import LinearSegmentedColormap\n", | |
"\n", | |
"cdict2 = {'red': ((0.0, 1.0, 1.0),\n", | |
" (0.5, 0.0, 0.0),\n", | |
" (1.0, 0.0, 0.0)),\n", | |
"\n", | |
" 'green': ((0.0, 0.0, 0.0),\n", | |
" (1.0, 0.0, 0.0)),\n", | |
"\n", | |
" 'blue': ((0.0, 0.0, 0.0),\n", | |
" (0.5, 0.0, 0.0),\n", | |
" (1.0, 1.0, 1.0))\n", | |
" }\n", | |
"\n", | |
"\n", | |
"blue_red2 = LinearSegmentedColormap('BlueRed2', cdict2)\n", | |
"pl.register_cmap(cmap=blue_red2)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Extracting MNIST_data/train-images-idx3-ubyte.gz\n", | |
"Extracting MNIST_data/train-labels-idx1-ubyte.gz\n", | |
"Extracting MNIST_data/t10k-images-idx3-ubyte.gz\n", | |
"Extracting MNIST_data/t10k-labels-idx1-ubyte.gz\n" | |
] | |
} | |
], | |
"source": [ | |
"import tensorflow.examples.tutorials.mnist as mnist_data\n", | |
"mnist = mnist_data.input_data.read_data_sets(\"MNIST_data/\", one_hot=True)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
" " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"def weight_variable(shape):\n", | |
" initial = tf.truncated_normal(shape, stddev=0.1)\n", | |
" return tf.Variable(initial)\n", | |
"\n", | |
"def bias_variable(shape):\n", | |
" initial = tf.constant(0.1, shape=shape)\n", | |
" return tf.Variable(initial)\n", | |
"\n", | |
"def conv2d(x, W):\n", | |
" return tf.nn.conv2d(x, W, strides=[1, 1, 1, 1], padding='SAME')\n", | |
"\n", | |
"def max_pool_2x2(x):\n", | |
" return tf.nn.max_pool(x, ksize=[1, 2, 2, 1],\n", | |
" strides=[1, 2, 2, 1], padding='SAME')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# Input layer\n", | |
"x = tf.placeholder(tf.float32, [None, 784])\n", | |
"\n", | |
"x_image = tf.reshape(x, [-1,28,28,1])\n", | |
"\n", | |
"# First convolution network\n", | |
"W_conv1 = weight_variable([5, 5, 1, 32])\n", | |
"b_conv1 = bias_variable([32])\n", | |
"h_conv1 = tf.nn.relu(conv2d(x_image, W_conv1) + b_conv1)\n", | |
"\n", | |
"# First pooling out of the first convolution\n", | |
"h_pool1 = max_pool_2x2(h_conv1)\n", | |
"\n", | |
"# Second convolution network\n", | |
"W_conv2 = weight_variable([5, 5, 32, 64])\n", | |
"b_conv2 = bias_variable([64])\n", | |
"h_conv2 = tf.nn.relu(conv2d(h_pool1, W_conv2) + b_conv2)\n", | |
"\n", | |
"# Pooling after the second convolution\n", | |
"h_pool2 = max_pool_2x2(h_conv2)\n", | |
"\n", | |
"# Reshaping the output\n", | |
"h_pool2_flat = tf.reshape(h_pool2, [-1, 7*7*64])\n", | |
"\n", | |
"# Wiring the result of the convolutions to a fully connected network\n", | |
"W_fc1 = weight_variable([7 * 7 * 64, 1024])\n", | |
"b_fc1 = bias_variable([1024])\n", | |
"h_fc1 = tf.nn.relu(tf.matmul(h_pool2_flat, W_fc1) + b_fc1)\n", | |
"\n", | |
"# Dropouts\n", | |
"kp_param = tf.placeholder(tf.float32)\n", | |
"h_fc1_drop = tf.nn.dropout(h_fc1, kp_param)\n", | |
"\n", | |
"# Second fully connected network\n", | |
"W_fc2 = weight_variable([1024, 10])\n", | |
"b_fc2 = bias_variable([10])\n", | |
"\n", | |
"y_conv=tf.nn.softmax(tf.matmul(h_fc1_drop, W_fc2) + b_fc2)\n", | |
"\n", | |
"\n", | |
"learning_rate = tf.placeholder(tf.float32, shape=[])\n", | |
"\n", | |
"y_ = tf.placeholder(tf.float32, [None, 10])\n", | |
"\n", | |
"beta = 0.001\n", | |
"loss = tf.reduce_mean( tf.nn.softmax_cross_entropy_with_logits( logits=y_conv, labels=y_) \n", | |
" + beta*( tf.nn.l2_loss(W_conv1) + tf.nn.l2_loss(W_conv2) + \n", | |
" tf.nn.l2_loss(W_fc1) + tf.nn.l2_loss(W_fc2) ) )\n", | |
"\n", | |
"Simple = True\n", | |
"if Simple:\n", | |
" train_step = tf.train.GradientDescentOptimizer(learning_rate).minimize(loss)\n", | |
"else:\n", | |
" global_step = tf.Variable(0, trainable=False)\n", | |
" starter_learning_rate = 0.5\n", | |
" learning_rate = tf.train.exponential_decay(starter_learning_rate, global_step,\n", | |
" 5000, 0.96, staircase=True)\n", | |
" optimizer = tf.GradientDescentOptimizer(learning_rate)\n", | |
" train_step = tf.train.GradientDescentOptimizer(learning_rate).minimize(loss, global_step=global_step)\n", | |
"# train_step = tf.train.AdamOptimizer(1e-4).minimize(loss)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"init = tf.global_variables_initializer()\n", | |
"sess = tf.Session()\n", | |
"sess.run(init)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Visualizing weights" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"f,axs = pl.subplots(4, 8, figsize=(15,8))\n", | |
"\n", | |
"c=0\n", | |
"for ax in axs:\n", | |
" for sax in ax:\n", | |
" sax.imshow( np.array(sess.run(W_conv1))[:,:,0,c], \n", | |
" interpolation='gaussian', cmap = pl.get_cmap('BlueRed2') )\n", | |
" sax.axis('off')\n", | |
" c += 1\n", | |
"pl.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### First training batch" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Epoch 0 with curr performance 0.160\n", | |
"Epoch 200 with curr performance 0.746\n", | |
"Epoch 400 with curr performance 0.858\n", | |
"Epoch 600 with curr performance 0.870\n", | |
"Epoch 800 with curr performance 0.872\n", | |
"Epoch 1000 with curr performance 0.877\n", | |
"Epoch 1200 with curr performance 0.877\n", | |
"Epoch 1400 with curr performance 0.881\n", | |
"Epoch 1600 with curr performance 0.879\n", | |
"Epoch 1800 with curr performance 0.884\n", | |
"Epoch 2000 with curr performance 0.975\n" | |
] | |
} | |
], | |
"source": [ | |
"perfEvol = []\n", | |
"\n", | |
"keep_prob = 0.8\n", | |
"nepochs = 2000\n", | |
"intervalCheck = int( nepochs*0.1 )\n", | |
"\n", | |
"for i in range(nepochs+1):\n", | |
" batch_xs, batch_ys = mnist.train.next_batch(50)\n", | |
" sess.run(train_step, feed_dict={x: batch_xs, y_: batch_ys, kp_param: 0.5, learning_rate: 0.2})\n", | |
" \n", | |
" if i % intervalCheck == 0:\n", | |
" correct_prediction = tf.equal(tf.argmax(y_conv,1), tf.argmax(y_,1))\n", | |
" accuracy = tf.reduce_mean(tf.cast(correct_prediction, \"float\"))\n", | |
" currperf = sess.run(accuracy, feed_dict={x: mnist.test.images, y_: mnist.test.labels, kp_param: 1.0})\n", | |
" perfEvol.append( currperf )\n", | |
" print \"Epoch %5d with curr performance %4.3f\" % (i, currperf)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Optimal performance: 0.975\n" | |
] | |
}, | |
{ | |
"data": { | |
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qhXXGzNY556rO93kyTXWlR3WlL19rU13pyUVdqQzLvAKMN7PRZlYMzAOWttln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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f98618dbf90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"print \"Optimal performance: %4.3f\" % max(perfEvol)\n", | |
"\n", | |
"pl.plot(np.arange(0,nepochs+1,intervalCheck), perfEvol, 'o--', markersize=12)\n", | |
"delta = nepochs*0.05\n", | |
"pl.xlim(-delta,nepochs+delta)\n", | |
"pl.ylim(0.,1.1)\n", | |
"pl.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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aFg6gjcohvqfbX3FfZXw4IKY9QLVhxLgU2Z+0xbg13PgxlVVsdoO+xdLc59pQ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juj75rdFzekbS1+bBRP5jDC76IkS1dWVHdGvh/S6xBXWYNzPCp//jibKW295tp/VXu55SkBcgpy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70Cz9Wm5mXqDPaQxZRHYDRXxxBtcqFzVY8361bq8VPeouFbvwm+/J5bQFd1zg38pRF+2V/N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\nY4wx5iLskBljjDHGGGPMRfwPJvYShozJOxkAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f98183254d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"f,axs = pl.subplots(4, 8, figsize=(15,8))\n", | |
"\n", | |
"c=0\n", | |
"for ax in axs:\n", | |
" for sax in ax:\n", | |
" sax.imshow( np.array(sess.run(W_conv1))[:,:,0,c], \n", | |
" interpolation='gaussian', cmap = pl.get_cmap('BlueRed2') )\n", | |
" sax.axis('off')\n", | |
" c += 1\n", | |
"pl.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Second training batch" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Epoch 0 with curr performance 0.97570\n", | |
"Epoch 300 with curr performance 0.97800\n", | |
"Epoch 600 with curr performance 0.97930\n", | |
"Epoch 900 with curr performance 0.98190\n", | |
"Epoch 1200 with curr performance 0.98290\n", | |
"Epoch 1500 with curr performance 0.98320\n", | |
"Epoch 1800 with curr performance 0.98220\n", | |
"Epoch 2100 with curr performance 0.98350\n", | |
"Epoch 2400 with curr performance 0.98520\n", | |
"Epoch 2700 with curr performance 0.98390\n", | |
"Epoch 3000 with curr performance 0.98600\n" | |
] | |
} | |
], | |
"source": [ | |
"perfEvol_2 = []\n", | |
"\n", | |
"keep_prob = 0.8\n", | |
"nepochs = 3000\n", | |
"intervalCheck = int( nepochs*0.1 )\n", | |
"\n", | |
"for i in range(nepochs+1):\n", | |
" batch_xs, batch_ys = mnist.train.next_batch(50)\n", | |
" sess.run(train_step, feed_dict={x: batch_xs, y_: batch_ys, kp_param: 0.5, learning_rate: 0.05})\n", | |
" \n", | |
" if i % intervalCheck == 0:\n", | |
" correct_prediction = tf.equal(tf.argmax(y_conv,1), tf.argmax(y_,1))\n", | |
" accuracy = tf.reduce_mean(tf.cast(correct_prediction, \"float\"))\n", | |
" currperf = sess.run(accuracy, feed_dict={x: mnist.test.images, y_: mnist.test.labels, kp_param: 1.0})\n", | |
" perfEvol_2.append( currperf )\n", | |
" print \"Epoch %5d with curr performance %.5f\" % (i, currperf)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Optimal performance: 0.986\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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cqHGTA4drWPzX3Sxct4urz38Tw/t2Y+G6nQUfpyOcLX/8kpHMX7Ut7+muxV5TqLU4IFi7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\nTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f97d2190950>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"print \"Optimal performance: %4.3f\" % max(perfEvol_2)\n", | |
"\n", | |
"pl.plot(np.arange(0,nepochs+1,intervalCheck), perfEvol_2, 'o--', markersize=12)\n", | |
"delta = nepochs*0.05\n", | |
"pl.xlim(-delta,nepochs+delta)\n", | |
"pl.ylim(0.96,1.0)\n", | |
"pl.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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2+iN9OpwnFmN4YjZeLJt6StP1bzWd31L7pvbyPLdH5Veit/I9v8DHYzm8Lrr0\niaag+mTnawlZdq6ePPXmeZxINMfsSMZYKz8WrqX3ZfUjkp9Lxy0ChoVr1FJ84wIsWVyPXufYv2vg\nJjpKVXUkwcom63AlgvcCscoyVF82L1UEvUlwevzIMpURrSUipoQsE5LRpCDRvFa0kC3hbYSsKjR3\nwXGEHZbvj/5+6ZnRO2kOMs1DEbMukPdlja21ufVkO1TqA9+I0ya33nCpM4+8IZGK5yNP9FqUc5FR\n4/Cqhmg79xAJGmeclGe25/cbQ3atmpF1bdHvTW14R/zA9/NoFx8X5JZZTnf/+3nTEV3DItcaNKql\nAkzLnfKPqr++O0uKPoivkzc74g6/4/H1SR8xZJHIlIPW9UyVziy7/rwjpjEXOlNiJJsiGcV2xZJQ\nY5IqFBqWGLXsaKzZNqi2qwphGTePjYlCkDSEUbWFI4a2M6w6dsLL2UO9fw2mWzPdFPcMd3zBVHpF\n9MWPfSp8z49tUJlFwL0RXmf1bXW8jk5Q9CDXlUwvjWHKpGlGDLMcj/ZKuOiVfsI4btMn1lFi9ghg\nOpfw7VGtFapRkMxWdLclU57ri0e5t0Lc/FmZyyNKcy2FZeQhpHu7x9nEtVrWTUq8Gm6iDcdnU9SG\npZM/8O8U2tHMFUKSJ2adDv9n10RK6GRu7RYJQFdsX4LfOWBUUqiOVIrmb4V7clS9Oz5mTKEkzPct\nvJWY6btrbqvyHintPPYaElGGbO+W6W1QJWROyvRa629aZCzqNivzs6mdUL3T073aknXKdcoALTdt\nsa1AoGhM2XaErNqyrmlvPMI9CEc84jueccBpQsBIwnTbYxjF9QeA3zCO6hqkOQlZhZTp+/D9tLQe\nzs/ze3Y44hN+xyOeN5zUYw0yItZS1qJjJ2It67y2TJVbrtS5mSNr7aqoklSQaAA6vdbU3KjTuOyh\nUiJbZP69oPLPj+PN9RDKHoK1l14VnZjBvYbTSVBOeMETnl9XMsumHnLf/zjH6UjMtK35dwLzYRHZ\nfhtUCJlrQa4xOVTPe8CUcmqUlOuR7EciglahuBntzSgv26eSLQ0X3mNOzoYe8g7jlEoceHF7VA0q\nKq21tqnO15oXYGf3OgGD3FshYtFx1kN6Go+1rHz4Cj2Xmv5kx/8qCFnVuqlEbBfss8WFI4ykTefk\nUf7LOcSYpaq+7TCdc6rlDWuRNuf7LKZoAd3IPkQy9rXxpdfDmkq0w9jZZI70Khmr/FYLfG/mnCoq\nkbVZFRBqrAVEAAAgAElEQVQVCmtodtRxbIs1ucpmraLWxVyknLg3LDMiOGlr3adGEae1w3k0XtQ7\nUp2QYoe5p6yyfSxCpq0lazmZbY97SsSoSxtr/SMeccBhUgpPmIbKHDF4x76f9z8AHPEFw4gujq6J\nyBhB+Ri9j5Ye/dPehY7Xn/Dnedzax8CSEpAdRwQtanHAvHQzQsYWtkTGXJHks52MsY/V+yIyphMQ\nDORCA4y3alkVqbukXs/9xapfaE3VOAOSViUCnzEq5rCnK2kbxzztMaxnpgMtNDCbvavqAkdJV4NL\nVvta17brtSoSMOtrs1BYNdIfMPb7wBjsqeTaZ/+r6BWtLZtn2AmajgeLlPwpCaO3hXWCcwpvR8gq\ngcBq3mVP5SZfR0bK9BlL5EzhslTTXW623kehhIyeTCfS7sGMy+46ZfXuhEzVCmXXa8gYMaon3syf\nz2+lPJiKhQdxLBGmpTS1EEeKriu8++BZtIzdFpfa8V1V0obkDW7Ns7NrmfWYx5Fq11JjtYRa/p3W\nXgXxNqjmpqp4WehipCbOZx67/Ji2YzWGsB3uJ8ccUB+NE1XV3z1lTrQqXrLtvC5VxdFblqa5GuFq\nI9NcnQamtuEhhwZV8BkvOL1KF1pov5yf8AMDIfsOnEegcUoVLkaQTZHC+qOETFullpAqmfrtqpwy\nUuD2qKqol5Ky6DecjAHz3OSm9JU5SEK2JqQ6qkl8lipkbjr0dZ+OEyK29fylawiZ0iQ/Hu9x/cKP\n+YuZH+pg537dB0sM4U8HDNPn00jsmw+F0IiZNaRqOwLmWOMhowakGzCvv9yr1KMkvJd0946p7phN\nkxFpbmxHSwH8fhyFLO4RE7NxvBjlnu4/TsiikybN+5au19LJ9PdbZOwSkrb0dwfZR+TrEfMVUunZ\nZPjp8TXa43pldZMSr1IJFoyPD/P1qe6CexXa+B4APE2URB9GyW7NHdoZIYvIGe1e0X1aZaOhpL59\nxtyrR0/ebVG14wNzVTEiZbxPz/X4EvIV3cPfeWt3453A2m1bG341ZFFzktbWJVKm9r2KUaJ1TdOo\nIh7SY514Qo/VGOPHFRIWpW+lNq5rWZW0yETlKqO3OJ/kfpCBQwDVE75gNPtQApGQHV9XgvPAxs+Y\nv0PUMpwS8P1JAWiyi96RhrP3UyYzXIOUZbLkuXHN6zIJGZWIqOW5cktoG+KYHKZTMdZFoJVIzD06\nOkfnFlhDyFrbeJ+OUY+GSHDv0rf6JlT44nEpp3M44zMGg4eXouoPLflfzf+PJQGPGCdEiAyeDmps\nkVfXxyB7nwHMvz4K8lQJFgXla1pLG3Ty5SFuY5uioUvDwhm2+HEIGTCad5mP1BiWapWbFp2AZcet\nd42ImBtNsvv02ElYtHHdxjkR0+06E7DcpMTXTFncWo/KJ/DQT44W+vv0mh4RH07zoN6xSLnIlM9M\nIfXrrqREK2qwGTsJ83nlbotqp6KNiaBgzIhZC2vJV/ROt9xX7tk+oKramdKwoIq8PsO/knXUVbkl\nwuXpUbfkY8fms5ySiDkJ47nuI5qRETMlYh/TQ+ZwQqWtzoOpIkKmf6s5oB4NqoSfz8TsBTscXgnZ\nOIaBiw8oEWMuaiCQfi9lmn+/msp8og8tJR9f+HEI2SXky5U8PWYLUURWY71XS1TNjB622FJqNRJF\nS8QXqVFStn+97lb87S35dSwTMW5u3nAlnojGrVfOXzAEoXEiAPrEpp6SE57xiOOEmhwxmkqUkLV+\neel4uzZV8ZBl4xS56VgylskJscGfUo6mdg+sznKGiGqHm8l9i97/gOlaaT72aPSYkkL6GF2Xt7dH\ntVa4ZptpJN6W/Bp/MzLiV3VS7rMpbLiPjjXMWEMVSbwiD9kPsMzYJ7rB8gN7yNbMkKUFFs2g6NPP\nRtBZd4b72ZRIwp4xrSJRyI1G6CtpchtJRMJ0v0PcfPeYWsGi0AS+8zaNsWLFaq2E4er+pVhLzLLu\ntrJVp2vezpZYRdVDpmRMu7HMmxGFKlbIWOVeDdZ5htf3HU6T2H9dXywyl2inu+Qlc0/Zx/OQMUAT\nGMsm6r50hN0u2ANT+cb5yFpkZ9wf8YJHPJ/fR8cvePhMNKmHf7OGVUWk7DNGSf0ifxPVsY9DyID1\nRCy6trN7lJipcqL3MofYqplbWahiRMqikuAzfUZBH2E1nH/CvF58wVBfthvrsl5dW958Bmf3sABz\nxV6Ps6ge7tnavmIcV0QF8DPGacYGgraXRdgZtst3ZSktTZvA40yebIMKIQOmdVZN1wpX1CNypuWm\nJiOfQXPJjxFJIvXiUZNzc7r2dtPw1OnMfaOnOSNher5NeVUlLWWCyjGO5WshI2hKxPw9ItNx9C5e\nZ1r6XnTfMwaypcTrO8Z2OlyjoZIroyoZ4/F15gV+15BFRTaDn8MJgHvNaMPdT5rWs1yll8x/hV1U\nNsucd3PZvezuonBFzqaYKbkkY+x+b4uK2rjDUKHdRq/XI2/RJV1BhZh5g1qiyFmaPpN7n00ysrBl\n+9uj+kuZbaqFltJSJWNZfVaVcapG6oyKGq6YkS4naC3PWEbMtkGli9MuJ1OeXNmKcuUY3MNQVco0\nkjLKFp1qgGVFwpRt0aQebDFaV6iGRu/FNJLMz3Jvi0bcDmt+5VIi5sfcO9k6YsylXXA9ImRRK8vo\nLCdD0NoT9TScuGPuHVNSdn3r8DKqhMxzOpJrg6qWTSCWbS1fdfSMF4yL7DzLMa3vHip5D+BPPOE4\nq1X8tT3m7S+ij07KMpJ2G1R0C36hm72BuKSVYLHGUfeIoiycWLfeQX/P4zxIxnKz1rS9+JjBcaxY\n5hXL0q4TBreENYQsysuWtI7aUOv3I3IW/U5EtFxridJ9ZlQlZCRjf8K9Yj/JxggSEjGm/4N4yK4F\nNj4Kxf2r4kEv2Q5TS7KCVS0qTlfpl4Z4arep43KofLwk56ow8Z1vi2r3xtyj8FNbOORay/oBO6+Q\nr+yeFlWIxlREli4+v9WZuvLvQsWtOLdF1UPGOlghZlpH30rAPOfdhji9vsNp0u24JdPzfWma+wox\n2448V00dwCgrtOwUHsjpVBSSxvzVY5Ivlzde1sB8GpRs73XRCZl30a4gRooyMJ+z7uMhI1uta16y\nek3JluaQKvRRa9bW1JplkTJbZZaSPqbrAH1gXKtuPhsgrfuqkHw0QpZNeT+dgkNlvx6r0k+9wicZ\nYmjcA+LWqeWp41G05T7YRoK2w+At20/ahvdAurHNRL2YYrseq+ohU21qTpdHaD1Vo4JKUd+i9eWW\niAF7xMy0qMfUJzQwPwpZ3L+uR5dt7iH7mCGLkdRuUcZM92vdV23herxGO9c0EujvGMMVf8jxOJY6\n2yj/vmHdQK0cNynxNa+WFUCrYKJxS/NJAE44Tmwbrkr7r2WETDm1d3dLhIzNmWuJuFIUKVEkZtcI\nBmyjqjZSKaDfD2hbNdYovpV7M+GpwtKFY+uY06VEE0REHStLxu+pvv91UKkPEWXM/jYSr16f1xAw\nJ2PMde2uxr9Rj9gO03BF98N4+76UmH0sDxnvi4I+XIXwmsfJNRiLoL4OlSneFUVD0tUuXclBr2Na\nX4C4RURyt5VHH4uMVYlXdK1F0iLVGoX0Suv03+bfa43SNqXQhaFHTyYVR4YpqnX4PUywLUxnUhzg\nxqfRO6YTeSj5UtIV+aaVsGX3sNfnxtzU+3MKdTgvMA2MJiWnfBE5a0m6bXqsim7h5hg/j8C39wkm\nXDotUdPoXfwdogElDD9UD5j3crWJcOgVaxG1bXqsNeuQeY+VTZm/s+NM8+Zz1yLyjrmZMTp2byxJ\nmJKx77jDlHh9w+gV8+0X/MN4yHRNK58ZxZV8PaaVxEHF7gDOtuhkTDcvSopPn3EuK3Y9179RQnZv\n9+hCj/xNEjAGNVDhur3g9MHcEdg5AeMbR96wt75tq8HqPV4aGqvtMxhpmlutgOnMTB4+5x3mg/wm\n6+x2Cj5QCwTm2CFX94B5iQGxbZJiq0XMIjLmaRpItZ+k73B4tRArvXBFR/M/owQt6vBec8HVTR0u\nixxZkCZrJCUtZQ3lzFIoYGRwAqY2f/cHRMfqV+Fzvb4t7Zeu3RZrqHN2HhGv1rk/J2qlWRoR+Tij\nknaFSUeUOiHTXmyQAKwPbs13ZWQrQlYprUi1jjclqJ4fvKZLOUfyZSntiGlI1D3GsEV9thJBfacf\nr6TsIHeo8SVql5C3J7ZrU0DdQ+aELJopD4gVfK0N2mdEHk0gD19kG3QSpiZF7ck8FNEn75iHJ7ZI\nV2vbpsyq65CpZtEySikiI5NjLSFTp0CkoVB+RROu6PkRQ7lxqZehnXqI4i/B8S/BPf8AhOyY7LVR\neuHzPidlFKDchspzOocuUkH0p7gikQnviJhlznaKBfWIcU86s5dz3quTeWwTslhtiMD4Nt4gd5J2\nsHPHGvGyZFHRhuhrfOiU0H/aOQdrAmOHqEE5nzBOOKt2Kg+fuMSq8zZUco/zprnoi0wYVNciBUZF\nl4u8iHgtkbLpscb764QeTsZ8VriIhGXELFOitsEaNT9T192ApF+hqpzKrXvEcqoVbe+/77+bpbnX\n9SX5u+jvVeVtBQp/LLRIWXa+RORcluq+dZzRbT3OZsDV8F/PZa0x8zqn48aur4wso0rIsvo9TfNQ\nRa+JKpMqwbxR2gvm8ojHPhugmjgUAylj+37BtN1TNvC63qPrmW7bY1U9ZERrynLC66qeu5kokjRL\nEkV7RPaAumqmzmyqsybqOmP71wkgdN3GpbG577ucRKVmaC+T/V0mxyKp7j1O5X2ylrw0LZlqI07M\nSMimZMyJV7T3tOsYpd6dkHkGA1NrhZ5nirA2OCp3jIE/4IBjaK9ZQ8i0m4rIWUTIKCQ5wJ6Nk8e0\neNFjpt6yqKu8Pqp2fIJfBEytFMy5T3aefUGLbFXeA4jVfp0pR4nZfNacARSZFIc8ZzfGhu71mfWt\n9Y3XR6WpviAejbWESLwtBUW1yFg2/HmYZp1dlHoio5FSOj5DW1VEwCqesu3KqtKyotYUoUXM+FVR\nN1U5j+Yc9VxqTaNE6PP5jv7uLDmdB+1+Yf8x4ErImnP9+6jvauU8kmtL1Dqi4QqftMiV1SMYPaHh\nil9k/14hi967ZDkaEzDfaAyKyFjF494KNOMx+48f9iwlfUQmrYevPZ1Hld1h1BeOttcnQa4t9cjX\nR9VDRlTpousO/CpKlmjCFWB5tm6vMVTaVXl/ko1k7DtGUjZdKLhVK6ppH4eQ8b6oR2khMs/5ceX3\nWy09W55A5wzQiVde5HjUFxmm6GRLz38G8Gtw/R+AkEUqgVIa3Ueel6iAPA6cxOwpDM7z4lNCVrUq\nLxEyJV9U89WCRSuWXtNJSG6LakMkdpja57RceP0SrCVoSqM1jICNS2OC84GaOK/F9IgdDviGkQ5/\nxaB2kNRrPukYjEjZuR0qucO6pRH2WffjmwZqRJ6xChmL9tNj947xOPKQRUTM1fZMcco8ZdtA5Umm\nOALjV9CUoS3JiTXvaxEyyPHSfintkmNN8+6Xkpn+56WS+ziEDMhJlp4vETU/vlR2uPLoxz4hAjAv\nDarwLBV99kjR3UekY8h8cPtWqORepDbO6aqbOnRCD62xHrAZHWfn2tNHm5JjnbOU8Tc+EOIFJ+xx\nwHHyLR7Orr2Tj7bapseqErKlVr5kUtSy8zBFNzhEz9LhF15LqLzrODGdRVGjb6aGCs48qiGLSrQ+\nYRrK6MRMZfvtUa0RGrboepE/w/M6ynvXG/W89Ww1Iaq2ogMjOGSF5aWTrejxQK7vMCVfTsr+gjlB\n8+0fgJBlpCuqIK78K9gY6XM6Yhzzw3d5eo0aZVVi1YoIWWtDkBaJTidl9/KGLqbpl3Eb2m1R9ZDx\nbUgbvexU/XLxfwmWCJrmOq0dtFrRI0YixvjgJ3zCNPYXr39xxCO+4xHPOOAr5sGo+l7bEzGi6iFj\nncvsUQ6vx0rQuI+GN1fI2JSUcd0x9475eL17zGc6iwhYi5RFxGw7Fd9lReseqsARnIJGQVSsF5mX\nLXt2RjHWyj79bS6QwXfXb8iCgR+S9G3o85p2vETClu6pUtrqNS3xVqgXESlI+XQ/2gI1vMrJ2PWU\nkWVUSiurrxrTcZp8fzS5B79cx7n6yny+Wl90TB3ETQ1OEFoeA56zRO4AHM4es3ae8Bc0T7aRghXd\ngmh5UPyNeaz1thX07OvsRVAppnoFPS+qZ+iwB+oceDXysuQZsliVde8rA6uTemTrt0bTUhFZPT/a\nMa8ttXB9VzUeuZZCF4iP+9M0ejjn8uwXTL1huv0lSPvghKwy/UA2S4oTM23Ybs1QUKBq5eA9zKrR\nsqQD3+mVcjqYKSSR92z4orFCOeHycydfz3a+DSGrTupBKBlhg/LyyoSfN8g1X5d1WtroKBxJxv7A\nSMb2+IqhgWkDAqYBjj+wx/fz0pyniQXI1WJaTbclZpUca9kEveVE4x8j579HXVc8YR51P9ijqNLp\nKlTu8+G5LhCteV8hYi0v2TaoqiPeohTZijr6Rdw7lmzKGZyE+wTCuoe9M+/lu7opgyVb9TVsR5/X\nICNhTqIqxCzb+3iaJWq/BpqrbGdKzEa5563pM+IZFj8aIVPipVJ82md7qKJP7uFfrjVzzUZCFhmS\nVDqrp8y/mKOCGYI1LOvDtNY0GDTM+TRct0fVQ6aEKfKq+PHSyms7uzciay1orWHvp14yHYs+KPM6\nNbouB6Hy2QmXmyXdS7atCXHtLItKhFo6n0PNA07MnJRF5CySsWpuUe3EZ7z0id3GWTC/Yk6uSMZI\nvv6CKUFj+q+S9oEJWWXae81IV361y7/HVL15kfu8IlHRY4GySj9hbCIvr7HYJEk6piEjXvrGp9ff\nV6GgXroDDti/VhHa+31Sb1dDo4VXb4vqpB6aM1UCVsVaghYReB9sq56xgYz9FVMLx8/np/2JeYT/\nDzzix5mSTSkO79D48u2U/OovvWC6WguQ525kEvF9FqG9FLqoJG2PB5wmM1iye1LiFVmQIyVmDTnb\nvnsDal2cyxtN93NXE73z9r9rmT+yayzv1kYlD3Ludkq+K5/J39D3dl+CbxnRfB9ENKCSViFmS72N\nn7NmRWNiWqUcHbuSeoKuP8YyUx/RZ0y9Ae8RsrgEn/I+MqweJ/kThSm6/IlI2U+Y01O/dsS01Wbk\nAXAf3rDXRXfuMBIxyH4wNANT77SHTfPJ26Bqktph6lePrhNOsIA4LyOSF9V9hdcWEjHqF4zCoZ4x\nTAz2gDkZ47GGJkZGtMr+4xAy1iQPVVz6m2wDpsQrImAZIpOyj3xXY71PwjKUJ3Vunc6+Rcb+Kud6\njfsPTMjWhCxSffSgQa0AStKidKqfFFZ+fnc+d5f/4ZWYRQGTc/IF+XtgbqWh0s73HD1y92iPSdPr\nOkrrtqg0AM2V4wXnaxvb0r0ZhTjY/gQdmK7dq3a56qmciowjDq91aI9xJKAKAVKVj4lIndNcO9l5\nNm6sNXFHRsB8suDDqz2Qe5ohPHI+ohvZpiUaCfwWLbktKjECmfHFuxvNb7+P40da6omnHYNrwDx3\njnI9W7Y7u07o9QoiCnNbVH5tiSQd7d6IhLXgY76yZ6ovJFKiXPV2WeolQyVTLcdUWKZhitpKOfbF\nSfQWqEjbrI8FspJQT6T2Idq/vCykRVK09SYKtpJhqZ4pEfyC0QDorZ8rjg3PdUqhd/ov3R5V3SJL\njyRMhYwROnzFJZ7/Pvc6MZgOgSAB0/PBx+pe/q+WFsVoLPVerZy5DSpGdZ/xOEKrPG4Jb1+qtymx\nHkNPqalHSxL4mD+9z72Z14+/uQkhqxSwM2MSGXZOHsyj1zx9ac0BdfXrfriPsdh3YNihfkOLgAHT\nGaqiycX3OGH0xlVsEfzyjw9tALvGOb+ef+Nlr4qD5m90balj04kivmCYuGPqQ9PGo/MxTqds106A\noCKk8eTboaKMqH3IW0jk/Wpt07XD6uRL0wZ17yumZKyyjzbvypzOZNRGc2IJ1xGIvyzfgh3mHTVB\n9WuYhmbYmKf0WvjU91EHH42K2SXn/N1IlfT39mfoNU77HBmVWArPmEpOpn+W65Uu/Z8L97RRNah4\nXdI0P3ZE8k2VRGDsGZaUnaWeoRKGTjwl23S2OFcyMzPJFlgjA1tUaDC40WgXKXGsgZFMicxbLgm/\ngor7dLIpbtrrjHEEMX1iKzvIMQ3ZYz3KRvi0DCa3Q+VXMrJVeUu/L/ryaigeoRODRROEscz2r2Qs\nI2D+NQrWtkjD9fu2KauKA0V1K9887LkFl51rNN0d2sG3fJYbt9SQvn99kn6Btg9e969xg4e3/kpZ\nLef0TSRpxT4MjJnFz/Qq6tejjZntKyBRqDLLlahFBO10LkYlX8C0mHy4usd9Z2tdjKQM8hfZF2lQ\n5seDEq6so+LXRWGnFRLmaZBjpxwExwRQHNIL8/Q6uakro8Bo+3JCcZqpk5ER4K3hmutQEV3aKrQ1\nRGOBsvBDt5VH11uEjOmDesfhzdy0G/uG6WTany2tpQJ6590S0m4UuD2qhEwXYlaVmwSMatiT3BdR\nUu1Yovkq9dynndfcjPwAQDw+RU0sTDsifq57Y1laHg6rpHOb1lVtVWv2Cs0VNI4Jla1RzmaEMBt3\n1npPKpzfZRtCsSJlMzOrfFRCtjThxahiuRW9Nc+x99Yu+R4xzTlgruQ/2jbGEUzLlxJC+zTXlRj5\ns4xtCVm1RrRWIgTahC3SG6p79UozTcMRI6/YD7TImE/SsdRLtYgYS3YbGVgpK9WpdDZLnfoHaNcy\n1/v8WoaKIcqfc7KNOTpc9/7Ry2vpFyId6gMTsupDvXPyRuK2La2qwLQ7/4x5QNUD5sSMtll2fAxr\ndCJQIV9RelZx5qQsQ9WTtj1cgThiXoauAGv56TMyZWMpjWriCfMy04HabGajl+wRU4UWmK4qQo/O\ny6u66u55DyLbNlyxIpJagTJLHjEncC0Sll2b3veA02zshZKzzBPm11ohjEsdQCRHbo+flm+ZqBP+\n9hTwWsOfgvvZJWZTyetclrplORnlmMoif0+2cKcKUefmygfvp7zjN+v73B5r2nBEhCqkTOEELYMT\ns0gW+u95wFpU99XAGRGEtneM9cxHgH40QqY9hLf8IVej0HOGcH7CqCcoImmqPt3n8zlJmRIy9jAR\nEaMJTE0gBNfD5OzG9xh1FrZ+ftVx9te8K5s243aokMRonFeFjCkyo6lKr8ygD7vnGePsib4fxx1x\nzaklr7HqGq3eCRjrtVLt7fTAqodM6Sa/TsvG9SUvG937cfabfo8Ob+LkNo6orMcwb2qJXj6++WIg\nUc1SaXCddnUTSVodQ+b7KC2y/Ol19XzRE/Nsxw8YhR6zmiEJJGluj3DiBczJV3Rfq1hyUubK0A4f\njZSpEqET/Lva5p3/DmN13QXPaikbUT5nyrU3JQqOoZNlV3uPQQXhX3i3ONhIPVZd84BEk3VrOyW/\nooysJV4tT5n7myskbNxIxiqhiNWt5SEDpuUVKaXbEeiKh8xrTksitv7GSVZlRq+X4LqTqsiGTHjL\n9HfNqLKXhNbXJ0wVmW1Qbb+ZIlH5eydV0T7DGMER5zTfIVM6941rGpI1rqfk1v/KYrcfjZBpJEBM\nldlnHeQunmv0QzTRikpGGoJ1T1KmhCySkpF3zCc40/6M10nS1Cg8zmsa6Q2RtLwtqsNW3CyladG4\nMb9XoeVD6eU1wceBM506pBPn6dT2bqTIQhYj+advq6NA2XbUCMfS3gaV1uumMsZjuKesWsMulaFA\nfUSytinWieFJkZFSv0J/1d9aKd5aD9ky3t1DpvsorXUNmA7c02nvlZgp+fokm1rBMkLmx3dJOv92\niUYNpMzpTEbSPjZcqdCxYzgfc+0yWPqlx9rduu2eTY0E/PP59wcvGW2fvBuYd5H712nZvdFr1LcS\nzO3EZuWXXOVSgRGlLZEyeg33qBIxJWNfMIYgfsN1xo9FY8mWbJCREntbVDxkkYqsKkI1nbbLaNOF\nSaONKuURo9rv7+jH2uJ3wX2Qa1oqbK2R9y/atsElJD2qS0v1q0K+lsA+ikYu/q4bw7SVH22vCul3\nTCctmAcVM7B4KYD4oxEy9Td5TwFwCegTTq9XScK4RV/kEpJSkblCfUNzCpgHeL8kaaPSOMAJGcuf\nRCUzHE7xPm2rWiMiUuZj9iPSRgwj/6e6oRJtrftqvKehQtN9vaphBC+D9dgOMuOEto1qnuvIUd3e\nKinWYS0h0xBaraNeTg7VFzWtipa+pcYMH84yTdN8dvLcalGRWcYp/dvxroSMiCx+1XO3r5KYcf48\nzlpEcpB1/5FKoXCLT4Wk6ftS0AyWrMyK9T7q4xpE5It7ndVI72Vnt7N0yL0ZAQOmecpOKyLnauOg\nFfELqGae8HS2dY13a5e4n0yT8IC5vUStLUz/WLZ89WRpTlFw+PXK5uPR2p6yzDOmZMvHjfl+yTvW\n8pS1iNl2qHjIVD1Q1QGYllc0QlY3hixGy9Zme1VWiTU1uWVFzO4DRlUJyM1fS8+8LtbUi7V1KJNj\nbshq/W0kF93w5e/oNYTqgk98pZNMPOEOc+t/q0Vyy+jLLVAlZO4TzBd4OQTbM6Yr6fEpDJei9HMf\noe/V91HdvFVSbSQZY7/GOqBrks3/0tspn3Z7VFuwE65sXTKX70rcCKXfTrSUiO2TayRjQ+QLc7vS\nBrKQRf8KviUkTc0p/oXboDLng0/oEYUqVuj+kgyN9PBIhi45PpSccRzZdPEi1x5aZaZvFxlJLzHr\nxXj3kMW3QoUjGxS9Yuoh456VRysVrSxE5BKNXPAtHr2Utn+tUlT7vVBv3yDX/kJEvoCpiFFH/AvG\nau6qmDeyjID5Ne1uT3afWg5p959S3AOe8ANj9zbUnt15jSwXNj7D4lH+kvaQ7RT9SqN3RaQ1ucda\nT9nyhB5Kxnwyj2zcWLQCVbS5ha5KwlR0btfFVT1kmn9OxqI8H2y3OxxeCSwAPOIRT/gNoy+Suann\nz15yTc8AACAASURBVOfzF4wrJKkyoFLblYKIgHEfBXUD0y5z7BLH74zsmNHxbXG9rnTAErVcsn1H\nBMyJ3A5jCKNe07ruLThSUP/EOJnHuBYPN9aw1uQFNF1Vevxr4Llwjxqd3DyoGGZadA8Z81TDCLUv\n0zHpzAWd8MDP2bNndnWSZQ2vI3SkixsDl+Tf/ClVlfk6qPxKRK4yT0tGxnRma/WEuDeSXq8XTGM+\n9pNjKuwekuvHrWtKxVuGK23llEKZLL0tKoTM+9+MnEWbyiY/vza0V9EJPYY01Rxapt0MWsNcv7oO\nPoSHTLHG3goMWaHhAvfBMbNZRZOL9iUPmaIVwxo1O29a43gAVYqAaXX92GAUtCoQbHBMB8aODJYG\nTMNFgTGfMk8Zr0UdF/+eKgLz/QHT542esjvscHolcDqRh3rHIiscLWqtBS2vj8qYQlfHMu9Yi5RF\nQTUZOeNz52QsIlVLwR6tTW1YUbjiEjHbFlUPmarTVPt4zvwepwF4wCFc/WkYBzTU6+94xHTx3qfz\n8fN5rx1KlDNZbkYqUaY+adcbjS51uhxt2+Atv9QyyGX9h+eQH0f3+zPpF436GidlWYjcM8YJPcaJ\nPJR8qddVWy9VsEgBvTUqYUFKbbL6NKjxw79RlpOYubLvhIuy5xnTvsPVO+6jN/HJJpC87Sd5hi7p\nchdsObYnZGtqRMsrlqUBMWWhiszejmSMY8N8seC5NyzzdS4du5eshcz4pF+33RwCl4Qssm6/ZexY\n9douud76vcg0PSVj+kUZldQ38zLz6KHr4N0JWWZDqBwDo525UlmocEcEzUX9pfYJb0ZRJWP+jJN8\nUOS+BHd9LLjyEJEnJ1IvwXWH2omAcSZMBX1aUcelZUyLYjYlwdB5nWZud/WY+oxBTp3zIJhbofKL\nmjseCueDUFu29KcgPUvbYxeQMap2HrJY8YZltngv46yjVjqAYH97VDxkTr52dv4CnXD5K074CcDP\n56d/Ox8fznuulfMFwA884fHVI/YzpmXuucHaz+OlzslbiJeG0wL/1shPwL36CrbBml9aayyMri8R\nNl6L1DQvsYNda3kIVCGlUjoQsjuM5F09Yq0xM1RcNZBpC1SNUnNVbMRucicVNxIxGhQ54vge01mZ\nVZXTRSuYrmPQtEX4G7bOCZ/njZNUkT5oxM8A9UTzW71tb2NCrP6Kj+rOCBn30ezWbmJiqSsZG9YP\nG+Tk/vXcx4dpb/MJ+ey1S1vLVJOdA1vKPUXFv62zV2td90Vb1lL+NSa4peeebA9Mx8xOpyFxb5mv\nRRb9okoMN31dB+9KyFoNr7qnByZT2jIPmeNaYsptHOoOpmeM+TMUqSogqtC8T+OMoB0/ECsV3qDU\nM+ZoKRv+XIXaPj3giX+nK8pTYPCaph/l3AV91nXRinqQZ2yHSn3QuhOFJ/LcF4r2Tcncs6Tl4XNO\nxpjWmtRjTXR+iyosCeptywmoecgYpsg89tY0+jG+4oRfMVAr3ZP26XpSVKW/44TveDyHRlfMGDzX\nDotp3uI/BfeqKYR1x2lxVt+ibZtSu/RXMgNUZmyKjvn72d+0LMIviP9OZxRzn7ZOVsD9SMZI8ytB\nxPQI6KjbLVCVgV6HvO6PEn6P04yIAWM/wX7s8PoX037Ew7VUcc30Fj/OAtV2lu4hYkrG2gZkfYNt\nQuGqv9LS7TwtW2qIYI/nY8RoiNCp7I/hBDZZcLzmvI+miu4h1CTssrCy3wZVD1lkeIh6EN0rWp7g\ntWjpiP4b4/ixqN/isVPLyturpL0ObiJJqxHlWeNrHfu5djpc/pd7Z/MuxFRJr5CHCrRohtn9Ruhv\nHDE23f1rAdNPt8bGsA0yxaFls2RojXubWkQuUkQ0nV2te79Ylg+Y+5JYxg8Yl9j178k6SKZ7YOn2\ndLlSE6NQxUgJVnXNiZcGe7QCnqZjmSIypvb01n4NIQOmsiCTD5E9crtW9XPhHoYoMk81wGlM/3Im\nY78C+AuAv2Kge385bwDwBwZC9gemnskvAP7AHt/xG6b1QaEdFH+fkuoe0xYGTEe2eMfG+7UU9Djy\n3WTH2ygl1XbMnPE6lKVnzwBqxqfompbEPeZRHe4hUD925Ck4vhIxJWWupLbGkG0dsriGkHGvc/Ap\nhnp8xOHV0Ee5r0a/O4z57BEUwJSIubkiWkNraZHjE+LnA+NEZZ/sOfq8+Zf6r28jBde0hwpxzchY\n1EY0bJH1nxEE49IO3zCv99rbZJ6U1jX6TPVN+JYR6Tom59sSs6q+rpFnSl8igykwLZtb979HO9ZQ\n5OPr23h5Za6crJ24XqW17Tp4dw/ZknK1dF09ZFlT4d+0iEHW+UWoRvceMTZPTpvOdD5/8JpFoYsf\nk5Q5dmjnR3S9ZfltkTFe1xAFvUebmoIdK+tJy/7e+pZD4Z7boSKcMy9ERtBaZM2JmivMhxmpUg/Y\n0uLPazb11VQ68SzHtrM7VgjZJ0ynHvJWMKgSVBd+xUDG/gLgb+ftL+e/+gnAf8aUAD9g8JgNXcsJ\nv+N3zM0XlIruFYPc512pq5OqmH/C3EapndWUbE6D6fx8m9KqjEpSj3oLmlvct5TMtdC/e8F85trI\nQ6Ahi7pNJ3zRMYdrAoojr8AtcWmUADDvLT69Xt+f66yX0RIJ8LVH/b6INHF8MsekedijP0clg+s2\nJGZ5ffIvcg3odlijWF5CxPSY1zSYTL1jGro41G0GfkcT2bS0zyxWwykKMJUEXm+dfLW226PqIYuM\nCZ4jer/jrV8TPdN7Tf0NnYgtNh4qxfQvUHhQrOtI15nynm95daxxgb51O2L0iFXu19/391FElYdp\n7unKoF2B2k1UgPBZT7PQxX9dWCJlKpKiNb4yeGjg1Oox3kMKqx2bzl9JVZHrovnaJXy2q5T6fkqi\n9XwbrLUO61YNE9Mu7AXjuLG5J41Kf0bG1o4TqxAyYF0bZo5sj0rI4g6jeuweqqHMqDJ/w+gV+xuA\nv8t+hzGfORJCg2vU2v47vmPajbJT4lgJV1o97FBVJ+/cOOZC65wrKKybOrSeq2DtMaUM2/igqyMz\nKbOUmDldzUhby2iwBku/o7PPapCxhm2NZEwV0Z+xzjPmW2WetmtgrQz0aTMcQ/3kbItUq07IKWaW\nnpWttg6dGOQZo8xUPcBDHUmj9FkkdpzuPiZl/pRIC7odqr+SyXMnYno9+xslY/SQcOKOcZ09esZ+\nxpSY/YIpIQPifIuoid/r/pq7JD3yuLDlZp7d66NiTlmaSXFNDVtLOVXuES1DhPsYj5O/8I3yS9Na\nhguXKyPluwY+BCGLyJSnZef0kD0uPA9oZ3E0Xkiv+/2tc4LFFD1LhT7Hmk1DF7fq5C6Dq27RJBx6\n7yUCGli2LRFu4/BYZyopHA+g1hM2sXtMm5iK0Kh753O2QUV0uWB3T5jvo3XLsvNxlZZsrbHIK6Yh\ndDrJx6WErIr3IWLEt+J9PzB+pdb8Ic+Zf1QXlJD9HcA/ne/OfBZRt/I7/pC7+FdcLEQRKRFALKlJ\nxj5jlF/0RSu03pH4c2QHA4oez8fbELLKr/BLI/kW0dXsGZW0ynWP/gCmcoo57NN7zxd/1nDF1uYt\nUlvxRw1ZbM0mytxj3MS4DI32Awj+kmipYNoneEvTY76hhoy5rkLypc/irIpK1gAaL6M39vZ6e1zS\n31fG0rXIGDD2yeqDfwIwziSqRohfzpsSsiW/aGXvRinIsdOFqF9+QVxvb4Mvy7cAyHXqt1L+1ldG\nPVAFUzobTUKlPaWzBv11fcvM0H09I8dNWie75Z3ssx93ErUmYpfPVzIWETIieg/1ern9Ijp2L4pf\nJ04YPTFOvNQidpS0IXSROXY9N+g14cqHnkekTOsB5N6l5y+9Qyau7oPrPGaeq9Am+eKmnUL0LX7/\ndop/NWd8Egf3gGWEy6892364hzMqfkIenhgtCv1N9msJWavdVtK369qIX4v36bgFD2h+flWHactV\nQvZP522HqcrsY0z4xHFa7xMe8QNzVVENQJSiSy1NPSR8jirEKoHV2KSBdCRjvm1DyKqtSvuTfN6+\n6f2ONaSsda+/j/6uyygSs+n09uodi859JKiTMp197lKTySWoEjKVzk6tVCuZzlW5x2Fy1ft9TNI8\nYNH3w/Uh8uVpMsaW0tYV4Tt7Y/apJGV7OWYbhx1PkanOt0flV1qrbrX0tpbKzCgY7dUGr/BnTOv5\nL8H2FXNc0pKVjGWUwhV7+vWclN0elwwxQuM4OgfaRo7qly7VK7b86XHGDthbZi6c7C297CLj42V4\ndw9Za/yXX4uu6xgybk7QKqLICUZEyKjUR9eycVJ6L1WejKANRcwnbdXJ1aGKhndvkGuH4H5/zjXe\nRffsWnns4jH6OxeDPFZQkVWP2sH+bhusUUb069T6lhEwLoMarTumtsbDq/oVLfZMDxhJVzaJh6p8\nlbDGqCyz/a5xbTtUQhaPGEZ5MUdV3X95Jb5UHTiph3rH/hkxIVMPmf/iUH+fsH/1zj1iXDga8h6U\nrFEOu/RW2/8R0YTcU6qg48XoEeO0JMP+YSPfc9VD5udLIdprn1c9Z8lkCo+38HGq+zvMPWMREdNj\njjHTlsrAO5pleLwFquuQRdZsRWQqHnL0iBccX+uex12QIrXC1TztBcAjns7/nnF6zV2foN51C2DM\n4aPc42qlU8H5tyq124aQrdVe3tImCJUw6oMf4zO07msgOPeterzUi2Rahua/v6mbUHwIwTY915rW\nm5GxaK/w1lYxkjqV1XPt26IhJXz+ODq0xSy0JUXtxAe4OOHmOPC3410JWUS4srTsniOmBOwSRETD\nww0riqA/0/fcHmRPD9oROsyYBf4x4RbEqOH4uIst0IqF9vJhUBVJvS8UDsTvrWSMqyZtg0ouevjD\nydL0uOIdUzL2EoYkqn8kWoesRbSqY8ycZGn9iwgYgvu3RXUdMuaSjhwBgOMrgc3GkNFDFslEr+s6\n6xgVlf+MH+ffJiliuI5K1mj6HGDagbmnjUTOlVbIszg+kaSMZOwPAN/xK7YL2K7UDRriFErKsn6n\nZRCsHGfXvLbwHdnitYWzvOdBxJGXrDLlPVs4zTJbhixWxmq0iJgiaiWss9qz+UT22RYpdhzdzDr+\ngCf8EKPrAP2FPUYFWVvXUe7hL+mkHm3dJ1Kjb4s1vxLduyZN09X0SHk31meG63KaJHrGOGftV7TN\neZ6WDUrhplQ6eob2y1Hfu40OuMZD1jpuyTEgbo1R7ma/7bp26zdUFk7bpYYoRu26hYhIazm+HTeR\npJFy62AGR50drys8gEaVsYr4XXqXqCPU50Wdb1SZSEb03myvg3KZPsy9dsJhg7n81i7eCMyVYNix\nN8pLAy8r1pM158D0e3WZZJ2VjL4iisa9XH/CdKD8UcYg3B6V2q3hii7oW+lKzqKJPF7wgNOrCCP5\n4kD1aGRJtjmByLZMkV3KDZUD15ANl6FSJ5S0uJrlM0TN4RbKSMZoF6SKGxdGn3coNE/Q6jdKpHZJ\n6DOOmIYefsc8HJGhipzQY5xlUSeL+ShoddMtMtZCZARcAu+LWq8vVjH3jmUtsdoyW/RyK1SjBLiP\npIEjImZM89nzWhswbWE6+T3snkNa5r4sD99ilAzjU3fnt3vE6Ld8eq0FNI7oTK4Vzew6uFavWFHY\ndWogn1H0OAm7pcfXQ3U50QelTlZvPO3erpPUA/O6oTE8/kVRnX0J7n9fuMxaK7/0OdxfehwFJEcU\neszBS6R4Rryitv+BPWS/FX9YVZHPhTTvNkgMoml9n23L1NPMBgxMK1zL+6LNkGKPZIQEjar7ndx/\nL9ceMHagTL81KlboilVjSWy0vEgtxXoJmUXGiWY0QJj1pkK8dLamkYR9xAHtHq7YImH8ciVgHro4\npOniz7qPwha5sX7rzGKZilcNv4nIVctmlalmt0fll2jDA6Y5MdQtnZCBa+ioH+k3DCrE7nz8G6ZB\nf0p9uPYUt6G9Rst6HjFKrWdJ0/rCMMeMcr/YG/gbaRqJGevb8bXtbuV5rtCKSP3WMXrRvRG8Vlxa\nH7W/cwKmqwlSAuStTs+ra1Qt9QgZrkHg1hIy7qM0v1+ho7OiUsuI2EuSRg/ZI3bYz6IDHjDKyUj+\nacCUGllo0vmCcfjDF5zwFMYM8Qnb9FdrDCotyqNpOomWXtOg56nsu0M8cY2XgPZgS4Se5a/X1ETt\nY2e9HLLjqE5+nLBtYG6I9y+JcsPvA5bLunKssT9qvGSOLVPZqFz1aWzLERGLgsavo128GyHTLiEi\nW9EW3aOEzDuqFjFjFquduGXtbHUnKnyOmK55pVOyv5zP9xi9C2q7ovdhq1V4qspIVTAu3cN0hX/n\n0uyWkTiLFnKO1i3RblaVFvWMKRnj8X5GwnS/laW4Gq7DGh75ACPzhI7pUbVuTIvGjUXesCh0UQOc\nXC3MPGFVtfCSbRus+SX9apV0D/jzPNLLg/pIxhjs+Jukk+p8h6qB0xIevNZRgKN2dTxXMqYqYCSd\naQXWX/a9qk8uobe3CF9CyJYW961giZy1KAO9AS0jJMv5CcA02C3zeOkXLQXCXdKyriEn13h4WuSr\n9b6RJ4N/o8p41BNFEoyE7Bk77PENo0xUebkmcEr1C072wVFSgz5zwP6VlOm7H7EVIYumx3DwjXRG\nY990/DalkV97BIOdx/13AO2xktnsoR45AMRv5m+siBT2tRJiO1m4hpBl59lxdL6GkEVpjOdR8/PB\nruvfT3Gy46hs1ZWi5aZGK9csr7MW47t6yKqki2nPQRoJmROwipdMGzhkH2V5K02P2VSpwvDYSRq9\nYAwIupe/8Vkcb4VK4WdEKxOaOo28NyJgmaRpeoucRU0kWpgzSmeZuDdsHpJI2uzTPH9UQqbdldZw\nHzCc+Yz3co1T3M/J1z3mygQJm4cuttq1kzKgLdiJtSRM2/g2qJJnQlUx9ZLtZ9bfPzCoFb9hJGRO\nxn5g9KpRDj5h9EUNb6fjxVyB5DcoIdPS+tPOdT8qoHO6oMFFOoZsqHOkBVui2gEukbEqMgPWmj3L\n03NXc5UybLoCVlRmLWt+5Wu2bFlr40bW0F41PUbT4WR/s4SBGj+coww4LpQykrJUW777Kv0XdbFp\nlu4LRk/Z8fy7gznHJeE2wcCVX+Eb7TAObdBS0LkyKcOjuQhJyH7HKPuO4WLnLS8ZzYgZFVxjhNAw\n1ahNZe1s216KuISQaTlF17L7iArxynRPpukAjROiyTwyLGkMTrZZS/mL+pXcX0dj/xCEzJU1V+Se\ng3QGzyghq25Oyli4WQgK914Eyot5ne/Dcydmyr05akM9Nvdy7dZYSyUie5EKytPCcUTCskWYNc3v\noWKk36Cx93dBmhM4HSc2DV1Ub9hnO35PQlYR1iwRn6QjC1fMWsaQE5zpT8nXJePGolDjSCVcUguj\nbnCJhFW70PeFqmNjfXvG98lyyUrIIg+ZbpEXRWcIHdVAn/0LGCWWj6dpzS7Hc6UMkcc1M5cdXt9I\n3+TWqLbeiIz59SqdieRo9Zzlp2VLcsbc1pyv+6b1zbOFUZdUp1vjrb3i0ntm6mNkYHEFLCN7h4mh\nimRMQ729dKhTRC1T35SyOJrkf8Be1jZVjeP2qBIy6kJUorVWafAYjaVqOuQ5R6nSCPWET2hPVhOR\nMnr9XSlv+e/4do7My1oJC87I/+1QaVVLBGwtOWsRL03LorFYZ7TeZ7rBuKBEhoh8uZcsI2LX7bFu\n0jr/KNzDcVOu4rq6+5wck5QBc6V6aewYG7SSMU5v7gRLj7NOWa+rkFEyprP6fcL0XdQ7xnfbYpax\nijVaBSYwbRwqGI9y7FYs5nUW5qjkzNPGau5Tckw7L1UtnYj5pCksj+nYMJ3C2YkYu1AnZ+wSt0B1\n/IR3ZV7rqyRtPm5MFYkoN9x7lnnBs6CplkLr3VSmuEZk7MXuvz0q1jI1L7CWTqXfHp/wJw6hl0xX\nMFNCptNoqBeFpToNYYs6lVYuVemGSl5VpeaknxLjAfVRTNdE5fdcrkRy3xWPJYNCpt75FtnpWY6k\ntur91Mk8jq9B8JHar2GJrS+JvoL7dnDQ9XENM+VSiet1/cZWkP7YHwHTPonyMApTpIcrk4fZ26lB\nixIjWoJlB+ARBzy9ruv38QgZ9/eYUhjVH6IoFk37gdE79n0ybiwjZWwTvmAITfyunCsx8zp4L/cS\na3q2LGe2m7+5MvGaj8OvkLPsvgoJA+YEXe9TnVJl5cH+LkZF8mYkzNP8696Gm7TO/1y4h12FE7Bo\n72rysxwDsacjS+MWDQqMstTJ2NKcS3wf/qaGKqoXLCKL6h3boourEDIfogqMlV+tVPw2nThAB5bP\nu29360P2ke9Rrw+NZvjHt4zWijhNOkklZ1xAcgxLVHtl5uPJ/D5boFIjvEZ55+Khi1pyqrK/TMaK\nRUGbOtuihi7quLHMQ7aWkGU2wyUF98WOt0OlrPwenXFxNAQ84fBKskjEVI3YYUrE/sB0EhAq7BxP\nNLRBzX2fQ5X7Ncdqx2Su6z5P2+E0Cb3aGpWZZrN50yr0JUJmONBW2ho384TRQ6bhiU7K2uYQDWOM\n1tsiohxiuUexD7fEmlYcvXc0SQewXHJ536L9iteTyOisxxyNqfIxGr2nCi73Ki2OGKmEftFo5jnh\nGU/Yv5q0b48KIfP6734lbQ/u+dVjyr7fAcTjxqLwxaiX+mxvpeZoNatHvYpLgmus+7ZNu6pQP/1S\nX9C7Rc70OOtFgGUS5n+nI+S1DtXImB5HHlAScSXhTsZdvnxgQvZ74Z4d2kRsKY2kDJjbXZeOtSDJ\ntAkN0uF7UvD5cZTG99F0JWI8p/CJXPBbDW+vFn4UnKEWLB1EHh2P9kAgtzPrcesa38C3OP14ftvj\n65eosK0Sr9b16uIBb0XVQ1YJV3SvmP7NAQ/nUEUPS1RSli36vJRjHjjlxAx27F/HfVbirvr78TZY\n+0sqLUh1h2mav+MRP2EkWX9gTnD/wHTSDyooGtY2tss7zEsialeakx4UFREsXqO91f06U6+2KrFa\n7mxNWw1pr5LATCJlaX5cMRwwvNvrro+lISHTaVJY1lOPv5ZzyxcTzbi5pGBErfHWWEPIopLQWpWZ\nI6NS098fiRg3zUWt2xriraORddytt0QN21UoKeNv3WP+hlqKbOkjgTnhcPFCNOtQIWQudbR02Q6o\nE5GA+YjUJygZ+xnj2mJKyH7GPFwx67GonCsRUxM5tR9g1Ob8OPpSlpprmO+PtcZKfXvXDZ2sRX8T\nmfFa5Csib5GM9AireR/iZIxfkEllffulXPrAhKw6y2KmsEXHz8Exs8jVyyX10z1lWkxRJVJbR6ZQ\negBQ5v1yYpadb9HFVaqQ30NxxE09YzpCZAiNcr9KRLxaadmoDbUXnyytujkhUy/ZEgnTe7cSrpUa\noTWaQmXJI6YzMA7dHr9Qx4tFll4nWVGOudIRecii4LlKblQ2pwzboPJLWg9Vmqivccj5H9jjK0Yy\n5iGhDNlRzxjHVPjED3EJKKrSczQh6VjDrPwqZov3UFOqvxmRMO6zaxkyMqaKhvsV9VhlrC5roJ6y\naT1yj1iLgGXmEH17/5KtUKXpHDPi36H9SjRqXPMg+s7TK2nynGyl0fOlMjXzWzpNjuCkTKFEUY2/\nn6FLXtweVUJ2xPiekVlIZ9TzaYK4DTMq+mLn0ayKrbFk9FlSe4uImO4JJWJaf5bIV5auX78N1po5\njnYeHQNTsjYfcFIjX0qw+LeRofUQ/M38l2F36F/vMM177Z9bOdSKr1uPmxCyNSGLquL6tNn3mKq+\n7Ix4HBGyqCPLNh8IqwLBm5aqTE7IdMveZw0x26o5VgufwxsJnbBDydg4oxttczpw1hVAt5FHG5K0\nihq+NEsSCVmLiFW2bUJA6kp+VvP02t6OqWgfZu1uaap7D13MSFnWdlolH319JryXyNhaK+DbsLb1\n6pcrGRsUhj+xx3fM5wTj3dEyzE7EBqrN9hblPN9b1X4P+h6ewnXpvmAsfzVPeCc6qLLTnDli2sl6\n2la4BiGL9hEiFd/J2Etw7q3aJ2yh7B1DFbU3jXqprA64ehXZtfXto2u3Q9WbeTjXqCMOiMkZ+54W\nKePxWIudZJFcZd4w7tXotGTQjeSf5u6d3B9ByRqnxFcytlX7qkx7T8mSGeRY72lk0Lr+HaN3bPi1\nXxGTsYicUbZG8we/YKwbqoyzFPjGisyokZ373+kXt85vg7f4nVvkLLu2RL60/8g8aG5oPcg+Gk8Z\n/7rfpUR8La4TKXUTbbISski1Q+OodePEFrrOhhIzqghqx8isitFUqerh0SLyJpQNfc66Ov1bNu8W\nMctU6C2aYkUZoXBnoMNoKxwnQlH1bSBjnNzXZzLK1O/W5qRNrRpOuF7sPLrGv+N7qvJ7CTnbipBV\nhIR+f9UswW1QtiNPF9W3yFsWhSy6lzsiZtpGKuogEKuArZJ2ObBN9+ZvWr3HTTxjvTziET/Oaxgx\nVfOPygm9YlTWfenlsaTUbh+pQNqiRzVIp+4e6eJwri08anFRwGOUDix1qNdFVQb6cTXN4XW1Rcay\naI9ohsXR301jWNT6WqYQvnVrapVIYdyuZVWXRGAdHHwUp/PbRe0tU6LUQHF63X/COCZcPV3UU7Kw\nRP6Sjj/X9Ige+5u5csvtQdJU3+Dsi6rrMCR2C1Q8ZMBUH3JJpJOF0Ryk9X5OxjxUseUl815L2wj9\nitrnZgaIE+Y+voiMQc4r2K63qtIP0lTikok+iMiwWpk+R//WnSreb+R13X9d35C10SV1NqkLUS3X\nNm6iTVZCFjUc6hHTWYgyldiJGRUAZ8tRh5+pqkvdiVKBSLn0Y6DmpYuuRSTxlqgUPqurixX1szzJ\nNpKxaGYjfZJ2QUueMveuOfFae86vUn+D17ovQZqSN62BW6BSI1S1yybw8JGV46yK6gWLpriP1hmr\n0NXWlpV4KxdaZCwjYlu1qTr4NvrVHjfAtvMTHvEb/sBpZk3eIQ7j0W1YlydaHU5VRM89krFh/EDD\nNQAAIABJREFUvkbamrmwrY7K0JZOeZxtugi7kxBgrLlbYU0H2LJvr1G5NJd9+XaVqU7MnuVaVM5P\nMyMTW6u2uCwAf6nlET7R9HZjYr4U7nFz3ZiehRbV3p+t0+WiGpR57HrBkomxdd1lFmkCS+8o6QdM\nDb1K+reefqVKyDjNiNc+UmGVDyqRBjL2M6ZEzPc+y2JEzrQ/1zdRxdvPtQT03E0z2ULCUX3Tktl2\n9tIqIfO3zkISgXz8GKEkrELAfM86TqfAKdiW4XLM06KcicxCkVy5DO9KyFTJU7IVES9VkbUzV0Km\ngjhSw90i6+p5ZEPj3qmBCl33lailyi1XGRnTtG2G3daqULQijY8ho7AcS0hVNQpBkpdMDY/S3Y6o\nlstI3Y7OI/rNEtdaxnf0mhd5zjRtK0JWEZtqfohGpGTEbKh19HhFU9y798s9aZF3LLLLv4WMKVpk\nLCJm2xKytb9Eu7uPH2NdG8rqB76/Wuk1v6LxRLpI8HyCB9r4IzVIifrwFKo9JGQcJv/L+Vyv3yFe\nfczpv05bfff6ntNZULfAmtbbImTVe7w/Yr1Uz1g2zTeJrJf3aAyLrP5OyNx34y3PqcKSX2p5XrNr\noeIh07ahahagpIxg33LEUtCgjs2iR0vJGAma5340cY2r6JqmszVWv9HNKdRDohiSrVAhZFGu+9pr\n7Ml0Uo8/AYz6RTSJRxa6GE3o4eZ9Qksn08io4UUlwrajAz620hXW4RJC5vqyX9NnRn7oS0gYMDXc\nccvq+HH2ZkTEAnaYjiVTT5l+TTTFnft3L8dNCFllDJl7x6gOOzH7irmF9UH+5g7tkUJLI4mA+VSr\nCrcl+uYKKTAWpb63nh+TY6cOt8ZaDxnPaZmgIjFV+rLBtW6BikiYz1sVBbcBMclSH2OFlO3Q9og5\nEXPCpiRzC1T8Bv6tkX8iJmcaZpN5wKKp7pdImhsxvEQj62imxOp59vVL2zao/JLeE/nhH6BkDHjB\nHsNS0aqwKQHS8WI8Htqlr7fjhEy7VyVlo2fsZwyBQSRfv2KqCvGYBPE52ZM8aBg0MJUnW6Laelv3\nrTEi6LEaDt23HU3z7RMbKCmbT6AUxXC0xo5dahIBtvJpVsaQsc/PghFzT1kb3kv52mIaTqxpLdmW\nzUjn92XpHAGnfbPuo7StZGCVkLknUa+5V53t4Piau9QtKIWqE3t8Q0zOtJSphC/RlSOGUjhhWtrZ\nfmm69K1LqkbIlghY61qEKgED4lBGtnP2GWp8mff1n9Irc1IWkTFq77BjNX9cBzchZEN33cb+/O/h\nPBHrE+bE7IvsqRLznB2YRnv6TCzANLthx+ou9fhTt3s4jcg8BGzKVRIWHW+lPFa6pKiLVuWJsemj\nQqCCTwWmEzIlX/e2j47VdhgRr7V7JWS+WKSTrqjb1TCHLVBdLURFlBMzD2Mc/Rf8wohscYumum+R\nMe1os32mDkZ1M2rH2RbRzo9FyAj9YpUsXzBIRUq9nwAc8YQ/8JvQFtpvXYGftsmIWi+pQc94wOm1\nBZOM/VX2f8FIxHhMQqZj2HhMA9yD3EdQ8aqOE7oWbtV6W4pIZDSMPIhRuTq5HcmYyqrMXOJTTEQ9\nXPT2LaWRCuntUSkr2rhbxP74+n9USnGPx5zyMWLawjwAjlNZzX97HSIjse6X7n8PrPGQRVLI2we9\nZEN91wDqlncsCqqO5GFGC7O3dm0QGGteqz1VqIr/1u1RMaf42LFLyVnFaLA0lgwYPWM6mQfsuI0W\nK2CaavFKxJxcrzfwZLhRf/RL4Z4jgEfs8TQjZrRbqHXk2/n8M6ZqpcZRL+2zggaWLaCqLrndMfII\nOCnLiFeWtkVTrBS+OuWBqVViXDOHwRsZGfsFYze2RMBIvrJ7gctytELI1Evm3Wt2vBUhq9ix+H06\nMiXymD1Nzh/OY5OYA6pwtLqu7LqqgUs0u0rG/CuXiFh2bRtUWq92ApmEoRQ8Qv38T/iB37B/tZBr\nSOB03b+IMqti7jmuOfX8akumLZok7Nfz8d/O57rtMJ31kdtn2fuvcoZZTuBUzcFr4Drd6DooCaOZ\nxFuoEjBd8NkJ2ZSMqXzSyVvUO6bydGn6+wiRmrRNLlYkLcmY1iVifHP9hohMzlVHhgrTLKjjyGim\n01LgRt8JJk+77JhvFh23runxVqtmXkLIaKbV62wLIxmjnqGB05GHzI8r65AtESbKYT3nmz8g9pKt\nIWMs7a0Ctges9W/72LG1E32s0ctbOj01HW51Yua+Nn3yTv7SyVgmI6OBPZfhRtrkXwv3HDA0gsEm\nuMefE2JGyyCbDsMX1UvGkEVFFOHp8DQKBk+PBt62lFEd1O5EbGn/Hh6yinDOKsgJOs2y5wZVOSVl\nzB0PYGuRL1ce2NwjkuE5Gc2tqfftEBOsbB+lceLvLVCpEVG+qIrnQVHDuYYitkIWPxeuR11ci4BF\n6UTWJfq50oiInH1MD5l3VVrXP2N4Y8YCuETY4Qk/sMeThP6pwu0bS85XQfIcH8nYA06vKs2vGAnX\n3xY2YLpItS5aTVIGjLJHv/KpkGvXxlu70bV1SlUuJ2aRl4yKKMcF7l/PdTbFluVfW63WiajlqccM\nmOdOpBZt1VvVx5AB4xvtg2uDokhlWjWGWPrw6ME2N99FmxuM9TiL6EFwrMhU/my8WtXQdU1UCVnm\nm2Je+XjU2NjrhMxNSdHEHhq2GPVW2RvrMUs3aj9aKvo8D9bOsF27WmuobPXRlYk+LiVgek8UC6TE\nLH/DpV+g9u6kbGfHfDZb8ocmZMshi2NzpL3vHgMxe8Qez3jBaRIS9wVjAXzFqKZcU8hETSBSHCNS\n5tNWVIlYtt8ClZh8VjU2Jh2PN4YrOhlTQkaB+VWepATMc5XHJGp+vaVut849TQmZ7jU0MSNnOnnJ\nVt3cGg9Z9P3RrItP2J1nV9Qpmz8ne/XbLAV+RF3c2i36Ou5dufHtBfOash0hWws395CQfUX81sO9\nR/zA8dVPFinbkcSKzpnbowFDW7KGLf6KkXz9XTaeAwP5Urv0b/ZLahlV4xulwpa49PfUnppdy9K1\nnsatch5+qpO07GejmJb82F7WmfK4NDeaf02kLt0O1TFkBJUbRnPQW3WY3O3f6bU0nuaELS4y1Wmb\n4ZOWtvmskPPjSEb6jI2Z0WuJalwbXwv3kNJEpiEdlDAe6zh11zGUbPk8sLq5AUPNi5U6z7ejLqKk\nzMeSOXWp5P72vdQafXPaMuZfmF0D2iGISwQMmHq8PBJGhxyd7HyOzESiT1dS5mSMX5qZki/HjQhZ\nxT7ycr6PnrJpJj2dbYAuCHcYOiWG6vgHVLJlTSfqf9MSdCweKoHu8NR9xRJwa1Tzyi0dc5u9K5RL\nW0thdI+Z3wdMG0bUWHbB+Q7jjEf6dx7OpWFe2ZbNzPTeULuri7RoG9fWiZQO37N0ltrAklJw6Ze1\n0jPhHh3fHmt+Keq0I6niZE1pZ3Sfp2Ul4SUy5JQrn1Rd1CPgozRUAY28Pk4X1DTj3o+tympNfYyU\njbXvGdVTHrulV80oVEoHA1jk8aq0PG/h+jVeD9d80TYysBLRwS/J5n6krDuWwsJ2s6NIVjLXIx81\n20NmNFKonb1Sr1pkLDveqreq6haZFAKmHo+X17vYC7ENeP/dahuUOrvgXHOLdVp9qvq2XGTA3z76\nilY428fQHS6VtazblWt63iJiUZoSMW+1amBZ18f7nW5iYx3QmRcVra+/HB+jRnR0fAhsFWHf0dHR\n0dHR0dHRMaATso6OV2w7mLajo6Ojo6Ojo6OjE7KOjo6Ojo6Ojo6Ojo53QidkHR0dHR0dHR0dHR0d\n74ROyDo6Ojo6Ojo6Ojo6Ot4JnZB1dHR0dHR0dHR0dHS8Ezoh6+jo6Ojo6Ojo6OjoeCd0QtbR8Yo+\n7X1HR0dHR0dHR8e2uDud+lTfHR0dHR0dHR0dHR0d74HuIevo6Ojo6Ojo6Ojo6HgndELW0dHR0dHR\n0dHR0dHxTuiErKOjo6Ojo6Ojo6Oj453QCVlHR0dHR0dHR0dHR8c7oROyjo6Ojo6Ojo6Ojo6Od0In\nZB0dHR0dHR0dHR0dHe+ETsg6Ojo6Ojo6Ojo6OjreCZ2QdXR0dHR0dHR0dHR0vBM6Ievo6Ojo6Ojo\n6Ojo6HgndELW0dHR0dHR0dHR0dHxTuiErKOjo6Ojo6Ojo6Oj453QCVlHR0dHR0dHR0dHR8c7oROy\njo6Ojo6Ojo6Ojo6Od0InZB0dHR0dHR0dHR0dHe+ETsg6Ojo6Ojo6Ojo6OjreCZ2QdXR0dHR0dHR0\ndHR0vBM6Ievo6Ojo6Ojo6Ojo6HgndELW0dHR0dHR0dHR0dHxTuiErKOjo6Ojo6Ojo6Oj453QCVlH\nR0dHR0dHR0dHR8c7oROyjo6Ojo6Ojo6Ojo6Od0InZB0dHR0dHR0dHR0dHe+ETsg6Ojo6Ojo6Ojo6\nOjreCZ2QdXR0dHR0dHR0dHR0vBPub/HQu7v/47R81y7Z7gB8alz37QjgEcAzgKfz9ixpehylPQP4\nE4C/8p2dfwrePzp/Oj/vR7I9Avhjdr7DE74B+Om8fQ7zbIr//XTyl1yFu7v/sVBORwAv502Ps433\n7AEcJP0HgP80237FAX8B8DcAfwdej7Pt8/kXYPvsOLu+w1D537pVLBq/vLGcAOB/ursrlNUcx+Vb\nQlRbX2sD2jVkTfpbv7OaD//uCmV1d/eXi8pqHZjDRwxt7YQhtw7YAXjAIMEeMErTVtoJgyTS7Ql3\nAL4A+Abg63lbOt8hL1GXCa0asFxip9P/eYWy+qVQVi8AnvGAEz5jyLMvGGTRJzl+OO957pu2i9ff\nt/NKL3OPMbe5fQ7Slu4BxrJ+xrTs15xX2tb/cJV29X8Xyoo5uJN9dty6Doz18BgcHzC2ueyeI4ac\nynSBbPuOuQ7xgrHHaelKfk8mmXOcTv/rm8vqfyv0V55TUe5Vrnl/78fVa9TMfsdQAr+dz/+Q9N/l\n+IivAP4K4Jdg+4pRm/vJzlvXfsIgQX5GRT0/nb5eoV39lyv19fvGMetkdg+lz08X7JkvKr1cMkVb\n6x6W/pKMWLpnGafTf7dYVt1D1tHR0dHR0dHR0dHR8U7ohKyjo6Ojo6Ojo6Ojo+Od0AlZR0dHR0dH\nR0dHR0fHO6ETso6Ojo6Ojo6Ojo6OjndCJ2QdHR0dHR0dHR0dHR3vhE7IOjo6Ojo6Ojo6Ojo63gmd\nkHV0dHR0dHR0dHR0dLwTbrIO2bBCRAXZOhkH1Nck41ofTxjWuXk5n7/Iua5tc8B0BYtoFYvoPavf\n1FrvjOdPs+tcv4arNNyoYAyVX9F8ecF0DZSsPJaeM8WucOz3L609Ulmj7BrbVrjUcqJ/t+Z9r7EO\n2TF53jFIa90fwb9l6Tu3tTw9b/hbrInT9ce4EgzXHdPVYKJ1yfbnY92GdZaqS6q1agDPP52fp+vT\nKF4kbavWVZW0R+yxf31z5heP7zH0LOxdfLUofm206g0wrkd2QLySFuR4zYbgbx1Lz7+Xb7qXcz3e\nBpW6+IIhNzUnufIk98C0jkbrC/FZvuKVrvlXWUnL+39urbX4TtB2PSKSegdL89rXqhEfH15CXlpL\n0PYWHd8OUeuroKKPXhv7wj3sNbT1A3OtKyqpCJkmFq1Ax+0eQ9vhb6uur+2nott7e/BatVRekUx5\nO26k9/8o3NMSGC2BoiQNGAlZJvRcAB4wLzQKQMgzUTz3a0sLQXL5wUcMyw8+4meMSwJycegHbIG1\nhIznkXLV+vsWDRoQKQWeXkH2a36+Q/w2VeVCn7MFKguFE+sp8ZwMcX/JhuDvo+dlv6EK4CXlH/3N\ntuT56eK/9YWBq39Dieh7JWR+rKQNGAnFs/z9MZSV/uuZ6h+p88BIUVx51M5+qxKrtKzx+57wAuA0\nyQ0+ofWkE+ZL9iI49pVDo3tZbr70anVJYKciWfvjM4/n/efzMfeQa9tgDfUjWeFXM2eXFo7234tI\nWGvPVsRz6gOPmOoA3Cthi/SVkxxnpekGbDTu3abHqrTellEzU+v1mHXT+/TK71bvJbgMOP9++NvI\nWUDZBtTyO9IlT8G1W6JCyGjg0Bav36kym0aCJdLimhe3Z7Q1CyJzekTETPNSTWSUKVEty2qevv/a\nmtTGjWTpY/E+FSJLalqWroWoAi0ScJF1KmPTkSofHXuaErLvAP7EXBAP2wP2ExLGNch/wjoF/HJU\nfsUbk1Y+dgRZw3FhM6+4re4wuyeiiFlai6BF3fuSxZd/7yLp1rikoUZiIktrqdRLLXBJycyUv+h5\nTsa00/X3q3a+vH8r/HqFZ7hinoEKeiRJ71ZcB6aesz3Y/UYdWkuN8k46sqbqWx2De7fzudRkoFKd\nZzzhGUchpipfaNpTtVxJTFQOmmuZOq1l9gUjWdJthzYpg+wRpDt1PspeyZh+M7BlaVU8z0uK1cHS\ntKVp7jvRyo6XrlNhVAKmx0+IFcpnzHUUYCqtI0m6t7SMiN4W11JR/W2dhLG+OinzfZSWQc3zLvmm\n/sioNbmE1ftamk5Lp7w1qu3qHkPuULJRrqvMpgQCpjkP2btThHEFGSmDPU917SXvs3uQWUbUXSPN\nKtKGFPpN1y2jD0DIIqGiQiRT33iugs8FGY+fEBc6K0Omtrc22kw8PbKIKTEbPGRfcMI3YOYdIzn7\nOISMDS0SGA8YrTktQR8RM6ov07/OlIelX/AnLxEyVTZYg4hMJVQRtDUu9ZBFRNWPI9FSIVxrCFlE\nyvy6kzHv7pZEX2Q62JKIEd9W3Fv1iLW+IyJfQGzqikgaQe/Y/eQ5rdYUvaErIe712mGUvapAHoN7\nt8DXwj1zabDHMw44TSznrTZ6wECkWBYnjB5Lgunq1/H2wX2LjEWkDMFef1d/QxVdlZGf7Zj4eB6y\niJRVjpXMRITrknMSskcMOsBTcE5F8glzHcZJmUrCVslWSMD7IpIqwLo3VakS5ZD/nudepX/Udx3T\nVc61tJdK/rfeYgtUCZlqTg6nyirFFJE2ph5l1n8dEhP97Q65AUO9ZK7f6/dkZVKpgd4Gr4MPQMi4\nX1LneO5kzQvSBdke87FkKuBYYLB0954xbCG6rsdZyOI8RJHeMCVm23rIKsUfWQeUzvhYMkfUAMf0\ncbxKuzt5K7yUtOYAU0WE5979u2jYUuGv+jIvOfYOaol8VdOdgFVbuBO0CpbI2JZd3Fs9ZEt1yr1n\n7lXRe3aY28Y9sEl/l94x5v/TxCK6lItZq/XOGpi3RMrizCd6K1SCw6PaeYfjmZY5PLSJYY0MW1Tv\nk76B11n91RYZq5KyTF2MNi+xiIgR27Wttb64jIBVzrVvV11Cx6C7ThERMyVkGqLo5Oz5/PzIM6YU\nuUVd1p7fDpfWiYgkRW+tUiOSJPoeUT/gv9OSOJo+NSGPsiBuUZmUzRDJxy1QIWRVXTEqjexbWK/v\nMfY6kWdM73d93fX7bHiSv+cdrhONcd0yemdCBrS7icr1SHC68GwJ0Igw6DWNH2+FLfD3Ig/ZsO2w\nfyVeJGFfMPWS/XRO+1LOv7dgjYcMmCtMFDqqlESNKRKT07siUoZGWoRIgcjoNTCKgsw7pseqQOk7\nbdXFrWmoTrQyErZrpF1CyjxNn3kJIQMuy98lcnZr/LTy/lZ4Yvbe7llzIqb3ZEq+/756x5SYHSfj\nxrIOjk/UcBC/p9VZL3Xet0JF0vKd54rLEcDjWf5RXcjGlCntdBr4INe1bFXdWwpRzEgYENcBPa8Q\nsgg7vF2lqePSX1rTq6jkynSJJV3DPWQ6zuXRjiuTfVTbxZZSro1qC27d532IpjuxWis1lu7VUVCe\nNjfB8E2WWttaTWYrVNpVK5dZCmo0aL2/R5bx77iPCKLez/6opdezTTrJVbJME5n+RoTWt/yrIGTV\nST10v2bQre5V3SYrditWRKJc0GXELrN8ZYKYoQjTsWNfcMA3jB4w9Yj9gikx+4qPFLLoxJeNiY0n\n6v4zeOOY/pUHAWSKpDeBqPkvqXskWCRl/CL9Lf9dffbWoYtrPGQZAcv2O9sDNbJVvQfJPa1navgi\n5Npa8RcRz1ujGrIYhSteojoqMnKXhUbyGSdMSZiGNsbjyCKopZiDwFtEDJi3SmC7kgLW+54VzKFn\nPGIfzgHI3ohesoiMZSqMqg4tz1g0wUckmSMJHbVDHz8WyRP9++1kYXX20qri27rviLh/b82QGJEx\n6gTRBATZ8RPm+ka1bcR04SOjpeJnZp0l845SjEv6DP+7+TQb2mJaIz+BuOU51PPjb3JrVNrVHfKS\nciKmpqelNhYRs+hvMgIX6fg+gheYv7v2cpoWSbtIg7hNWX2gkMUsLbpHyZuO5VKSlR3vk/sjQubC\nt3Wuwnf0ju3w9DoujGQr847ptW06uWq4TpRH2l1TjfOG5I1z2jjcEgzEs4xFxxlaqp6rfe4h4/Oj\nNG2S7iPcApd6yCqEzEkZMO9K1p6vPfbxY5D0ChUgnIBFx7fGmpDFCgFbOq+ilYes1/SOfYJ2V1kL\niuBvp8RMn4VkvyUZA+pjyFgzNUR7qsg84QXHZAZGnNMiMvYiTz1iKhf111phihExW9r0HTIyFo3m\n0/b5HFy/HbbzxU11gYiELekGmqbL8jjx2mPuJXMSyD6WcI/10nF16Yrr4S11wklXJu9UffaakY0P\nv+QdXUrlI98rJhAiM51Vycw1sXayHD33PFBy1potMiJYwJgv3ifoODNKOdfvMy6QSbAH+Tu/5tqD\nv3t0/HZ8kJBFP87U8Og60Fa9WTjZJBx+X0bKogGETNM41nEWJZ1F8Svm48T+P/beJctxXtka26l8\nVNVX33n4Lvu65+WmG2667bF4HG79I/EMPAUPwiNw04+77HvO+aoqlUpJblA7ubkZAYBKidK5P3Yu\nJkmQ4gtAIHZEAHASpun3Q8iAaXdupTFqIfLRqxRaOVmxhvM5ZLeiRMq470ISllYiZRTQ6iHLyFmL\neWANtHpMM3W3RsR0G1hOuqJj3D9I+qFwfkTOHPqM+s6RRLgFGQPaQxb9maJww+zc6H2zfbeZu3rG\n/H/CIBFebTtu1KJGzi3FXqr4NAwX8Wtdr6HL0TrKYqa0aA14ww5v0HdTuePfXdWX6Bi/qHu/ziFg\nGaJzvY9blhOqgq2Dc+50bjmqGV5bt31+1GwU6FrIoo/9p+uh9DCfoz6jmn4vqJl1Mrntcl0NBxEB\n02scLD2Tak4luB5laakFXIq1jVBTPDcQ9j328pSROUeN8jU5Tv2vlTYzh98xyGtKJuZGpNcjSatp\nFa7HlvImarc+hzsgZEBOwErHvJpFmaEkzM+LfnfAXHhGQrNk4Ro6637FcTKkvRMxesc0Tc9Zh5C1\nhizS1quiL/NpOLxyzrvFAnNiFjmTS8gIR0a5gZiMORkorddU9JeGLEalXLcjIubvUyNOte3PHl/a\n5bZEzNZs8n5feH6r9MsImzZLQK62ZWs2jTrs/SuUYtUG9qjV1BI19uutHXJ13iiL49eaE7Ud3rHH\nfjICY/RrlZ4lT7ATsRfExCzrW5YRtNJ+rWdFdu510SINWhSolmMHxAbYyFC7ZM0Rn0vn+cAekbX/\nODOB+HBnnr5WWwUsl7c1qRJBpYqq9N5uRNJH1fPsWb3PWB62yG31Z/tgZ9mogUoB3XyzTqvVolsM\nJXZvT+RSJdK4SnDNTBH1M1MtTXOude3PznXUBj1gOoJ4Rt1b3rMdd9CHrJTm+6Xu70vUkZL6ri5P\nFZAtsd9v4MAdOoLiEu/Y/REynkcSppQlImURIoowd/wDZc/AOaTM7+7VJyNjJWLGL1F760uitTxk\n5oba/saOXYJQHT75e1+3ij19nzWVEGLJoB5Z+V6yXSPgkR1Rz3vC2IdMwxbpKRu+pSoIGWnyGhGp\nP/eGJf1oVfmIPGY8tj2p89PBPggPQzxgnk9+RSdl5/Yh8zeK7uPP9lK43pJ6+Xm09iFTZIpU7ZwD\nyuSphVC5p2wfpNeO7TDqI6MnLJtbECjPP7gWrlEmsvbW1XXIeVFboGl+HVh6rtqrLsorKz0u+SNb\ncsKlxvXQ2nHlCGD7EUqpep9LMl2ivnHAfMRyp9F+zMlYVhIy6LFIq/ASQVJWknBRSfkc7tBDds6x\nmtBt2dcCkJExDtjBWHBN3+ErRvLlg3REZKyUtg4hW6Lme9dyn9p0yfD3A3zI+0is6ZrbpdwskTDN\nYWB8eydeJYKhtpk1Cdm5HrLS99gE551LpLK0pb/JiPBnkDXA18JSD1kUUpR9v+h41ATWgjj8nEix\nZz+yR+i3869Yy/3Sk0dYm7QtmRh6a+lOTd4k/RGHZLAPftsdRklKVcPVBidjL7aO+pJlxAzJtt+H\nYIBQFAJWkvTXQ6u/vKWFKG2zdkQRMhH5ysjYkgFAXO9gzTx+rCOS9YRlE8CvXbvOQfaMtXTmYCni\n5TNtAXNj7GwR1aCshi25y3omDqBtnFntwbidhCd6q535+r2ubTASTv29aieeg4yjam1ron1P03s6\nokmlM+5wGdwJIctwDfGRXVPZvFqnlJTFEzt+wfFjZET1fOmIihkBuy0ha7UOv2OwozC4KSJkESJ1\ncEynAlqyNXl6Bq/uNWIGTEWI70fBmE7K1lRIlnrIWr6BkzAVhUyPCFTpWEYeIpJXuk7Ur28JtOHV\n9Ro4x0NWIl21NA9ocuNDRtB4TJV3esceMC3n7Q1P6alL29H+Glgasqhyzz02cToH+9BfU5mOiFh0\nRSdm54YoItn281QmPtl5UajlOlhKyCLCpUpWNOiAtg7RoBylvl9Zmht6fSqd98o5e2ww1kstQ7p2\nY4oStGfZXgNLysQ50kG32SaXolu8LYBt+3OTfAHzsOPxN60tJNDWgy8iLddHixaoQ20cMIRlT+fy\ncjKmBoUITspUCqm24F4xl1bR6OyaByXNowU6uEpJo7oMrqT3/7rOZavIbMy+n23r6EYcrMP7jOko\nitvQKxYRrW8Y+5M5OYvW6xCyJYN6vGPaxTyyp5coSkTKMCFlNcWhhhoReUdcfTJi5tXc62Z5AAAg\nAElEQVRYxcUTlj3bZ/EZD1nL4mhpZlrWNXHYcj2K+agBdaxJvDIsHdSjVO5r52TlO9pWcqb2SA0K\noVeMIYvcnzeymhMl9f/c9VpYGrKYkbANcg/aMNjHRrwc9IrtMB0ySVEbYdHJ2BJypk94kN+5dwHy\nXFqXtT7eFyFz4pV1ZYjSdO1RMrX+49m5TriytdfScfCrDUYyRmKlhEuNKdG590rIVM1t0daytcow\nIDemavvhbUn2vN6PbErGdDuraZFMdERaS+mpLoslIYtDiQR2s9BFttL0+wPl59ec0K8bfb9Sjm7k\nGlrCI300+j2Qy5Xo+bN3ukxeXUnv94YpwjkvULMjIlmX5jjzpsUtVeohm5KxKCSRpOsb5mGLNe/Y\n/RIyDV5hheN3bVGkYgrAX0Q0upSj3K5V92hhruo9MiKmSoqnO9G4NloJ2SUW4hIqdcu5WXjJkm8b\nNepas2vl5ZJoIWSX+oZerkvq3pOkscuyhu9yofLGZaifrV+vVoOjbdr9PX0NtNSsbACPKC3zoD1g\niy0ecPzwQjLuYIfpxNC8MjDNh5Y+ZBEpi67Hba833FbPF895R1yn1iNkrX3ISkSL69o5JTIW9x+P\nSZsOhuO+bDeb+LDdA4GPyFgtTcmZlom1CFkLIpmtKMk9L8NA3E4jSGvRHaL9MV07WrgOtLHj2duU\nwDKxjhxsHdSDT0VzwW6iD7IsZz2VFVGLTMNJSVf3dS1AW+F5oedFcTj6/UuELdKczseV9P6WQT0y\nnMNAW6ogMGXR7kKukbFp2KLOH0YSlvUZ+4Jl3rH7ClkERs+hN/1RHLUja/zmpKykjOq+VuXPkg4g\nFuRKFKJjpTe+BlrKwznfoWRzbiUN55KJbH2pcEXdXq95a+9D9tnvy/fKgp6iNC3Tapjw2k0L/Khu\neENbe6OSTI4IWHTuGjhnYmg+XwtB03c74g1bPJ/Oej7d/Yh4TDX/QjUiVvOMtaiHXuc0CGmDqeyo\nKbaXx5KQxRoJq5EzTmWjOkA2b1iJmJVIGNXb+Qh7rINaW5imJEvnDYyIGFtpjW1ZA0vKRdTG63Yk\nFXw7w3vluOJg2xFdGNNUc/EnyrSZzzzB9dDSh2yL6axdw/qIw0Q31ADs2vNntFd1dd0n3APGUu4t\nmEI1gKyNUcnnGkRkxrhOXt1BH7IsY4hopBmPS1VbUbZ4c3XEVDHQ/mMc+v4dQ1FUMvb6Qby+Yzqx\n8++IvV0l4pWl3RchoxXE1QD9rsC8kCvmdqYlIuvchqRERlqUl1YF59o410NW618URX2rOPoM2XIy\n1HLdGvnw7XvEZz1kS7+Jk7Da4mVYazeVPF3GPJ/X4fiNssWHG7iH2rVkYmj3lOl7Md3fQc894IB3\n7LDHDrQyl41FqnJwOxr2fhOc2yLbImQywanLE+Jnvh6WhCxGT1w65mOR0iDrZKu0HxEzlcCl8U6P\nM3VetRMSKydaS/fXmouspUxo+XODWUs7rNcoteel39eeWzXNeA4yvXpLWoaSgeC6aNUCOaDJs6y3\nEy9ZSWJkOMfkCozSTks57+fas+e4Skt9hqxUlUa7vKwEvDEhc5YZbdfOU7VC1Ql+cB4/BGlPmApJ\nCk8dgpYWscFCpmGG3zGSsN8lveQVqxGzdQlZq9+FgTWZfTYq8PytNkTTBkjPPEecRdUgUx6Wigmg\nPQRiDbSWBydhG8SkLCJjmViK0krHlhyvrZd4ydyupdtr4jMesqX1QQmZj+kW7WdlV0f8o6VdFUPe\nazkZY6CUE7GMNqxpxwfOnxh605imZG1QXt6wxxeMQWokZYQaHvzLtIQttiqf/uS+X5KjQLscvRyW\nhCxm0p9ppTlKlZB5hEyWtsVovNV0tboDTryA8duXgrVYgziMgpOtF0tT0s70F6xbs2rQslN6rqxM\nq2an7WONnLXcU6EDt09JWUkzQLAdQb/C3tLXya1WQqa1g+3FDkccZh5eH+reJcUltjcYS/kecU9c\nLSFRumsZ3rJuML2fE+XLk+c7ClnMXihTuwn96EqyNhij86mWRooA96desOmw9gMx2+A4UVaoavh0\ngEA+BmFUxW4nJFsKUUZnaotGHceDcHuk9RLR1Xo8ovafqTpLFZ1L4dycKnnIziGqKqac/ESiy/sz\n1Z4Jti5tL91fC60NHNBOTGvHfD9qDvX766LxACQIezk21GSqgh6qHPVa0iXzit0LzgkGpmxzk8YR\n87aF53P/8SMP2BfDZ75UpScLPVU4eVpapx1el/kFsrZrvbrVqldoPh0tLZMUnsbomIhkte5vJ720\nW4iXHte0zPP1jGnIohNzD3Fcq+a13udcAwKR5WStfSktUfs0neQ9k3MZSfMcjQgbsJ7/coolwxoB\nw7f4JtuvH2NG1CivykQU1rVjewzfSicBebdtXbOmHDASN67JDVzKupTOjqsT5/O4g5DFFtSqqGaW\nM93S6Ct63jsGgf8Tw/P/wJSU7T4En96Vbtw3uXIpgrhGzoiWjPlzwzlluMUxalpLnZvZWEWBUZGY\nG0maE9gaGfOnbFUCou+vhKK0tIT+rNXAtdSolgaplaBl5bS1PLuSWCJkrceid1yadi9oNTqoYqzH\nVFH2Md7eG9fsJUPJ9wOjBKQU5DL4/F8w+PC5Tbu7z47ltbv0hkzTmqlveG20SFr3lT+irQFmQx1T\nI58aVcf43WL0y1HVp0ziU/OLH2w7+sJR3QTm9UXTfPv2+PfG8zJJUNrPQhazURXri+oLmddL0x6D\nYz7VsPcX00E9IlrgptC10KpYtrT7Xh5dc1PVuCVKoBbSfbB9fkMap2INwLW+6Jgez/rQrq9dtITY\nuxHI+zS+Yovd7MtRM9aWSduEc0ZA5fYGYxvEdujJ1i1p1P0PZ6x1aorL4A48ZDXVL2ukVSVR9a9F\nlYy23zEfSXHc32A/6WPBO9N1u5VjraSL19BtLusQspZ80u+i3kMN5/RKF4k90tehonpIFNCmpJ7T\nqETiLRKdEQmr7a+lNi61DX9mcZRIWGl/CSGspZfebcmxNbCkTCwlZg5VNDJi5ts6XAG3f2AkZL9k\ne5jy/hHjzIrPGIOrnZjREkm4GupvpPJ6iUnmkmgZd+5SZhlV/EeJqJTAyRi39U4HjF/byRjXwLTM\n6G8j8lVSfxyZceD6aCFk+gZOspjesu1mi6gm5fvPMpomv4+Ox/do6dHQEH6+RuZ4P0/XTaKvsqYM\nXKJYlvSlSLtzLc9pQKR9tKbxWjRUsU7qkO91Uy0qx7Nzo99dHy2EjKZ7jY/wMviKHV6rRovIQ4Yz\n0kjIlGg9YmiTnHw9F9KBqREm0khaTcifxw0JWdQQ1yZ5099qtcxU9tpH0uOlEIXdh9tfBZ4OAxKR\nMX/qUpo/6Tp9yFpi8qffIfeUqZhTERkN+3uc5WYLcc1yc0l1iEpURLai7ez4GljSK7NGtpYQstby\nWyIWLcTrEkvt3dbCOWUier6WNPd6lVRFDsKt9n5KvV+Yesmm3jHt4foNMQl7wpyQtbytNrC3QEuY\nkIcitsIpVwxVAFUJfMPwhekd07u/Y07CGHoUkSX9vcaQ6PlLSZoTs+tjKSHjupbmxzVMyY2M6leO\n/c9KxlR5BUYtxzUcNUq6oVL9K27I1KHMsjZpPofW9dFSS5aYMXw7ImQt3q/WhZFPWhJGWl8iV9Ew\n+P6b6BpRyOM6MrFlWCOPe/BBn55lPXjLnPqy1WHoINA+SXsrIXs53cM9YaV0XrOkqXhg+fU0jBuH\nLGbWAh+evkUFzASvH8smjMwsX7sPbq1VhmCfiwe0PWUNfNJ1CFlLPkXx8Upa1TXtqgULs+4PC7+X\nz0FWE0WXrAaZWHUCVlqvhdaQRa5rRKWUVkOpTHtDeQ5xuiZJWwNLVfYsraQQZ1KrRMgiM4qHLJKY\n0Us2ErEXWb9g9I75ohbQlrctpa+BltyKlCWX+FF75Ptjmk79S9qmKgw9YxEZUxJ2kH1/K/2Ndlt3\nIlVTge4HS0IWua5NEF0ibEt9LfsPEvYFc/LkgWvaBpaIWnSOl8TWCWjWwiXaxtLzek5FpGopQaMs\n5PX2mJOy6ZeO5EKWyyj8Tq/r510frR4yPpF7yVRObU9pO+zxCz9wwBuGdoPrkiko2y4RMveCRSSt\ntM9rRuRrqabxedzYQ1ZTiTeYDk+fqcHZR1rycbVaDtXPLV2ceJF3VDf2G0aR32rjKGXlfREyH1FK\nPWXej0wJ2JyIceGIUazUlxY9pdLlalSNjGXb69mwlvUhW7odHctwroGhlYzVjn9mWQut3+iAWDle\nkoc10uWmlIyUMUhbvWQHPGMMVVRSpsRMGzkukYLrbw6ULaRr5VirpKWRUBUvjuxbgufccXbUu4xT\n+eE6kltLyzXJWPa7mkqUwcvvdXEOITt3rTpBtBygugIH/PKBN5ws1QhWC0lTVT87pl9ig0sNOdCO\nJfpLrbzVyqbWm1byFZ17RGxO1mWqKZRosO779v30HwPaPWQ6/J1+hV8YiRljJxicuP0IY3yWXxKR\nrG/1mikhY/uTecH4VB62+GLXbdVGPP1ytevGhCwLDDsEae54z5ontW1wP1pH5+6xwXTGe1afaF4e\nXkGf4Fx4lt8PIaO6Fg396x4xDV3MyRhwWEzEWr8vS9OSc0ukLCJkTsrWwJI+ZL5emnYpRKLL91vP\n+czCrrdrYUmZ8Kam5f31OJWLiHR5AHaUxm31io39xjRUURf3lnnYYk3lB8rDjkfnXwstueVKUrZ2\nlGsXm3KudxgVGyVmmaJd+lou00jINHciY0D09NExv9c6WErIdNs9ZXosk4asYao7aEf+UV9gyVe9\nQdPOIWEbO8ejSaK1bxMMwVsLrfqLlsNSmczaLs+lzy46DQXXOhpqmTxF+9kgctFvMrp9XbQQMuaN\n6j2UVezvOsxLNrQIvzCGW3+BEjNqfNMxK4mo1/FDcHyPPd6wwwGvKHvHMsKmRsQWTYTbWb/Uy+Aq\nev8zdtVzhoaIPFrF17tsA2PWkJSpyu2krFbdWM3mVq1IOELS3BHNd8Dpyg+4jOJ3f4RMbfDZxJfc\njrxjETk7hmIrC/tUfIY4lMRnNHhHiZBp+hpYGrKo69Kx0m9K92hFSbS1bHOdU/tpo6z7kX98DbSW\niex5Su/kS8kbNsycOJpUslpMc8s/wP5jD4hnS3QyFoUwagMXffksZ/xN10IrIfOA9UgV1viJkio5\n4oh5f5U3uZsqI9nXyp6YaxIybV1LZG7Nr78M53rIsu3ScS5s1fnVjx+EKzLaelsShS1mJE37g0Wk\njKiV2Ii8r40lhMy/fETKImlyaTKmXrFo4vZBq2XQntPljKiViJf+3s/JuupcHq2jLLqRgWY4tiMc\niJ7kbCdrBiweRUOOpncAYsODn38E27Y93rDH7iPIOyJjJcLGO7BUtYQ4l9afw1X0/lbG/Y4jdthh\n6FHEqsBOfxE1cfueXo2/j5zS4/bmFOetEylGEyZGVcG9OZ6FwDJClilZwL0RMo6w6Lb2zFNGW1Os\nMjvx9e/a0qAsKf5K4T2tRMJqizeU18QSQqbbn0lruU/rsywRa1laiaBoOtX96Nw10FImVIJlyof7\n8qNtJ1kR8foFn96eXrDx2DiYB8kYl8xDpkPeq4+AMlpjB/xNS6Na1ajGpdFKyJ4xNQi2/haISjWJ\nmJZZeshUJfOrRNuRsq5EjOuIlEXXy+6pcHm6Dj7jIQPmPqLIW6bb+xlpKg2wUTvmRMxJnHfMiFR2\nf+rsrZccuwZa9Zf3IK1GxjKZ+Fki5qSM7cg4FyMwpc0RecqIGLedfAFz6r1UvnwOrYTM9R9qgSRh\nUZoSsjfkcmspOWPbRy10hyPesMP2424cGZgEzL1jGSH77PbncBW9vyWD+UGHBoLEbLBATR+Lol+b\nrie7EuSYErCxl4QSMa7JmSkYiYwjR6MVedoB5TC8SPH0405Dr4dWQqYqHZdo3wlZ5B3bz8QX1zUH\nvX+zFrUtI2J+TmmpkbI1sHSq9XPESG3/nPQaAWs5p9QQ635pLKSo4b8WlpQJ0hVX2aP3c+VBCVnk\nJSP52gbpSswYsjglYxzW3olYNKiHbrs/xmugSszS260VYNUiaZlLkdIE5DmuRilg+h3mROwo+x4t\nEPWEduiTqeTV8hV5yLI3vj/8rflMzxFvWzJlUM91/wePRQQsGyXx0dK0X9mTnBeNlqjpiqg0carc\n1rHqro3WWhWZb5BsRyQsI2NLSFp0rtbNMTit5glzmdBKviICt565t8WBEhEyluE3TEkah/Bw0z29\njUCsgxEt5Ix5o/2gx/vtTuGM9NFlA1BFrphztJvL4aYeskeMmfkAYI8jdimP3sivItVc+4wpGdvi\nGccPIqaz53BWHZIyVeh8FCzaRlW4uYWTQrH23rrWdH2rdQjZW8M59H7pQNgesuieSO8aq+Lz+NFA\nRSMtZmT2HHtERMaoWnG/hYRFpOwF6xKypVOtt5Crc9OWnvPZ7Roh86Ci0rlroLVM1AhsRFN8PyJa\nvv0L49D2UY/QgZy5Z+wbpgN6RF4ySk6tGazBpAJcSrmqbza1R18fLblFcukKmY+gVgJbiTkiIhZJ\n5lIZrsky9ZBdqj6sJfuIvy48P3q+qH2OzvMh5/U8J2g8lv0m6oMe9TfTc9VDRl3AZYNus4ZRh8mM\nPGuhlZCRiLmWp+dk8r+FfLUQs+gcD1V8/3grr/slctVKvmDHovG8r4dWD5kSL+87Ro+Yd2JxgkYJ\nmHm+fD8jakfkpI/7r6dwxjIxW2cky1ZcRe//1nAOY0AfMTZ1u9OR3aQPmhdY7UxHkB5plRrI2JcT\nGaMawXHDvmCcUYeDcbIiHmXbhz1VS84hOKcUWuBCUTt0u+C8Hw9Z1jslC13M+pKN4jTqjRHZlxzn\nkDK93sHWJSKm2y+F7bWUkqUesgwt362VXC051rJfOiei9udsr4HWMhFRFSBXQqLF+4FFZIvTuTNE\ncSvroRHTATxIxr7LfmlQD23k3EShNS16w8iYw+17yi2+w5J+HWyTnP4cJmfowjaEs/Xoee8YvjB9\nh/p1MllKIvYm235Pf8t7Rishq71HyWjqv40GFPDzMqURmBOuiIi1kDNgWk5KHtNxAIrp7+6RkAFT\nL27JfLOEaEXHs98o6eKi/cjGb6e1y0cfKJE0JNvRb4B4xILrodWBouHO1H88Fu0r5qRMpbvLLST7\nJV1wcN7MvWPuKfuCqJ9ZNNiHI/vu18+Pm4UskrxkxW4XWlhLYkWr7aBm0DOW9YTQ9A3mhUf9PbRY\nqo2TTa52AFWhHRGybN8F7P0QsnfEPVT865TE4lQ1pnfsnOHuW5R4YCrUIzLGdFdgnJhpQ5oRszWw\n1EN2CWRka65a1slyTRkoHY9KkfcT49o923p8LZwrtltImNe0bEh7J2PZMhIqSkP1jLnk1NiCqGHT\nYYQZeu45G6mSEcW8R0LmyzkEbdwDRu8Yy2fUT1m/WDbSnsswDSXKpHH0hBnugawt9ZAB5z33Z8e2\nc4JGUqUES0lXRMScsAHz/OOkC1qLCJd3SubWwBJCxu1W45RqeUsJWJTmbYa2IzTQD9+NQ1k4EXN5\nkBGxGvnKyNx1saQPGdckY7qmwchNazqVekbIWskZ990Lx1EdtQ+b7g8GySPeTgGNc0J2Dj28fP5c\nRZ/83nAOwzN8KPkRxxMpYyHWYAsXK/OGfYP9xDNGVYNqhtt/N5gzbDZqfDa6Z9msqhWFGb+xp/NR\nsnQ7G0Dz/ghZRMaisMVo2HufGPoYii4XT0RJcWhR2SIyViJl2gg6MXMytqaH7DOEbMkzRtZJfDLt\ns4jIlaepZ7tE0NZAy/dWa3B0LKIr3tBpzYyWjIwN3rEHjHECSrgiz5j3KfNBPbRW+FtkyoW+HZtr\nlSlr5dbSPmTA/H2id9Pt+F0YBq9DWm0wlGP2B3qS/WfZB+LZjFxuZWQse6qs7B4Kx9bCf3HDe7cS\nWE9jXtADlrUtSsT8OL+7tl80V7OFhZ0X6R3uObsmWmuVS4is7S8ZqVpJmHq8suNO0sY2xXv6cYlI\nFjANbI0MOCUSti4hax+Eb2rk4TojYtE287REf3y/hZC92D5JmPZyHkcdVmLmhEwDjzU9W0dPeD5u\n1oeMFqNfmAoSYiA72nOLRSBTx6e2E2aCkrHvmPeSYNoG087u2huCVx8nB5x2nqUFAHjGAcCbDfsf\ndbQtkbH7JGRRuKI7p6NQxWlPvJKYKSkDl1SoI7XKFZoWMnbvhCx6ttZvXyJbresWtJKXVtJVImhr\noeWdMuXDZUGkZLC2aaiGNkJOxpyYjf3FSjEDtb5jGqroquZSuqmDMalcWQNLcssVpdpvI8k+1g7K\n/g0waTEe7Vfsm8yoEo8uieRUpHB6mdJ6GrXBkUxYIlMujXM8ZCXU5NQSGZjNchYZ+JR4RZ6zKDoD\nmCrBVEodPBYNNhZ19rgWWvQX1ehapUUkCyMy5tvjZEc5IaOB/d32h2+ZESYPL4y2W9K4frC066PV\nQ6blLyJiL8jzRr8pUB5kx/czQqYDVpGQvco+QxaVmPEcErN37CZ1eKwf0YAsmj9uDrsMbhaySN8X\n4cJvdBnTdqFkzO08qo7twfnFdCAPqhu/Afj9tOg+MGbaT8wLjHa61qntRmWQszBgRspaRj5yoXM/\nhGx4m7KXLLNVeSDAcTKYRza/W+1ponUEVQ1VmYiscrpEDWJEytYMWWydaj3aXnJMcS4RU0tsFpKa\nhQVlz6IEq+YVi9ZrWodbVfwMLQoIjUBOzNg/LPOabfGImHy1kLEWcgaMsppBVZFqH5ExJWVrEbKW\noGk107jClJGzqFbMpZUOpE/ljwPs00tGeckR+oBpZAmfKlLoKa9cMish22D6ZC4nS1hPbVxOyFrJ\nR3aefye2aMA0jLR0bka0MvLlZE3bGOZf9s05mAevo6Rs7SiB1nZRSSvfrSQtMi9YCykrbZOIeb/+\nMc9dBtTIVuRh8fOj62Szz10PSzxk0eLypbREMuWcfbYUPtemhikydFG9YxyGiudx8BbV0Yc854xp\nexywF+kdzRmn6Z/DzQjZNkn3CrHHEYeJbcNFiovEHZ4xjqmiYYpKxr4D+JPsA4PSq9WOoNLHSfD0\nzlQ7RuoHABscgNPM5NPM1veLYpcpFLRT9/WwlJDVlsgeMq2OkejJnP6lJyrBFQxPK5GwEjlzJSfr\nEnoNtHrIap3QI2IWpbly4evIU1wjyXofDzrWY/4O7gF7b0xTy+iaykgrIfMyH1mDo4bQQ6t1IA/1\nkql37CeiwTuciHkIowd9R33HtCawNlC9KvWxUnVH6SbfaK3caukx5KpujYwReY3QMDOdf0y9Zjrg\n1SNGequGBZVTr5jKLLVgc9vLlstFSLpvO9YkY8D5HrIS4Sql63fKBtKoHQdiY17kJYuImNYqdp/I\nSt0+SCOcQF4bSwiZlsXScZeHrnU40fIQxShN2w3u65gAY1SUmjyi0MUSOVMtR49lsmRdQtY6TVWJ\n/NbSNQ+IpURM05j/XzG2fT7nmZI19Y5Fc6NpHYbsk6w5URtI2t5I2udx85BFwokYK8owyH1ULRXT\nQa99thz2GSMh+w7gLxjJ2J/lmTxm29UFnbNsrKyPGK3E00r5im2otGpm6zGmT4Mer4UlhGyLsbec\nLurkL3nLhvzRwTwophyloe+XNiiucES/byFgSsJKs1hcC0tCFjN10W05WZQ0MFclXVi50uLbSrj8\nPtk9ozQfzj4S8K1W0HsjZBlc8fB9nwFQGyAf2j4nYxy8Q9N89EQdh9YJWjSghxKyyLxRo5val2wt\nD1lLE6h+rEjxUngp4z5L8nF2dIOpN4OkS0MTtQ4dJJ1f+lW2vbN9VA9clkZysoWUrYnPesii+p+d\n40qaf7fWqTYAfBiII/Ll0RZZFAbzQPu0+/PSoxqVSH22NdCqWKpXrERBImmhWsfSNiJKUwI2NeR5\nLM8SMoYkvfU610erh2xJW5sdUxnjOIeQ0Sum3jEO8MF0krWtpXFfjSmql78Xjk1lwOVib65CyFov\nqla8L5iGALJSDB9sj8NHBzwvuJo1b/hyCld0teFZ9r9JOtMgz6K/UUGq1ZLbI1y0q/p7/MhQzVQl\nn7SG8o3WQYuKyqpUs7G5IKFFiecPX5GTGujolG5ZzPrV1Z6+Zu3lU7wjLkmRQKg1EGspKn80nuc5\nAJTtcL6t4bhZHjjxis7ldisJ03u7Z++zje10cs/ro5WQReXLibArefpO9JaptVjDGEcL4QPmhEo9\nYb9hKi2/YD6cfRTIG1H9KEA729/b/pq5pPetIXsnz71IaeN3msrDAw6nrePHVdxw8RCksT5QqX/F\nfIJW7eheslS3funIkOWkbQ20WPIVh09u67diyVa5z3roMmoj6T6YxzlkTPWpFpnseavba+VXS9k6\nXGlxr1irES8aWXHQxdT04fWay4NtA1MJr62aS3lPK2k9js/n6JIr8M2pQwFTnUsJtp53DiErpb1j\nKhN9UW+yjnLKXOQ4EZGOoOXEo9g0/VGOecTPubgKIVuSwWymmIHPGF9Q5zP7hR0O+Il5gX3HoK7+\nwAbbD1XjC6ZTwX1BuUpFjYvH6D9j9JA9y3qcfE4p1aAqbXCcWDmf5Xrr2kHOhQscKhVZ0dHqoN9j\nyKst3vGE44cikQU8uuIQLdndFXzad0tzERv9Pippfm6LyGyxQNXw98bz3FiQ2d1K5wHz7xwRZz8v\nGqjGn03hntCso68LRheiEVlRC5f+dg0sIWTRNlEiZ0db08KrQwzTnz0fikbNUc9B+jPmaqHTx0h9\n9Rwq1VZKRDchZFT1WmiJRYjeSRERMDU3vpx+w4D3acAvqdlhcu3jx5WBuYdM2yAdYYzb78iJmedM\n1v6Vjt0CrZZ8387WnpYRT2DUS9iOUJlTfYXX4bXYXmRhibWphXU5BGlRC6y1ia0ww13VPHptnDNc\nmPrGs7KqcCNFhChvIj1jJ2sSMZKzqQzUabs1Bx+DbYWr7HwyLSXvds0WvNRPqXmxxGMAACAASURB\nVKClTLgEzH7n8oJrvp2/Vekts2NeB/hM0ZfwHFFixtBFjUqjo+AZsb7B96BOsTmtL0WkrkLIWqAk\nRT+sCjjN8A2GPlm7j0+jzup/AHjFd4xBODqbTqReZIp4JAyZidrcOinbfqg/FIVDlj1jSuQ2sq2k\n7DZovTufmgERJTLGhSKPRRhg1fmFHx/qCt3GJWLWai8qvY1WXAoMt3E5SoRsCZm+BCH794ZzlGRl\nDXvLcaC9vwQK55TQ0nMnI2RqzXLyRYGqMmQMLV4HSwhZJIMUWR5oHSEJUwsvR58awm0issVFPWXP\niKVl1ok9eipNb+29x9rIZnDNZqmlZKgk8neKvo37O5z6oLDOyJr+38/aH2/bKFfdQ6aLK/v3RsAc\nrapnZsiI0rL3J7T14v5etvU6kN9rWkTGSn3GMtmgLW+JnLD1Va8plc+1BjY6t3d6VlYzROU0Mghm\nNdhJmA6WNPzGh8vR/mPR5NAlMuXy0n0ymnslmqn4PCFriciK2iDYNpG1aTWpXpM5fl3X6aLzlTYr\nGdM+Z1oOjrathgx6xLh2g+8lcDNCBsybMDbFLKoqPEYL4f5EfvYYlIghOOdPGAfuYPd09Y7RklgT\nev5czFD9nZKsL6AC5B6y94/q+og5CfPC4ljLktWOEhHj8chh7baoNxwwzALBDpalnmct4TWqHnqa\nn6eNZUmMusDRnNVz1lJc/tZwjho4lHg9YU7EtA7o5KWRqn1Oh3btc/ZZOLlSkpXFfOvoSSRua2Ep\nISs14UT2DbRRUEvvaN1175iGIjpR+yLnusSrmS1UiWCtddoeDeUSLWs2Sy3qiEolH9iciMhYRMj0\nd/r7GlEbz93hFa8nYx/bICq0JGLezzCSr2xrS6Tsnsjakr4u2XbpWAYnZYS2J17KVZ3OyFhW+rWm\nRdulGqI6hRJubVPXwFv9lI9najHERmSA8HcllPbwfkq+dJ+j8qnsHPJc5WAUW1PLuZLMjMiY/mYd\nOdgiAYF6PkRw0sTfLJEh0bkap5WRMQ1bpJ7pZCzTO1kuWPc1NJnHrhHldheEjMqgVh7ChcvIcHfY\nYQgJ5IAd6hXzaUy/yG+j6qQFxRdXZFVNIYMetsdQvc1piPeSo1u9BC0eg8ujtRipkFB7gx93Iqbb\ngAYlvGInZDYeIqQkmGtv5IpDpFREgViKSGxm97s2WkIWlYw9V7bVY6vfgeUwiqcukS8nR5HK6ShZ\nlVztjUY8eg+OKSnTY2vWsHMIWQQvfzosBN9TFQtVJgZCSlNSFKqoCwfwcCKRKR7Zk7qHrFQKIsVF\n5cdaTVMrIWtRCfXZlYy92HVg11hC0Aa84scHtdYoAx1ZseQdcwq9lHTdgpi1+AIyElZKB6bkKkIU\nYeFtghNcWtNVb1AylukiNRXfa0ZWg9gHv8XTdGksJWRZma21+7UyqN4wlaFOzjS6QEdZnGt9WW61\nyElgXgrdkKW/WyeuYwkh4/rc/PjscYWSsug6SsrcY6xlTMtdRMSebJ/X22BK1C6BmxEyuv02sq1C\nz89VwTYy3KFDtE/yrAM5uw24FhLg+xEZVIVWQ+92p2zaSKii9j3zbb7bpVn25aFfJ+pmHgXAMDfZ\nLABTm+3zx1zpXzG1TmWCuFboM2UiUzYiMerICJk2zGvgH43naYP/aMsTxmFfNW1ja2B8P+/supwI\nzY0sno++r81QNmWEk8PxfpEPmm+6DpYQstbfRN/fybAqE2PfsZaFqn0UQKXKiEN9Ab7sgrToK+jX\ncJVyDSzxkJV6IuqzH2T9YufArlEiY9lxAHjD62nsTPo2fezbzDvGMhR5yBS3IF0lLAlZPGc5B4zs\niWqBq+oRGSup8xEhc3OFt75uEmBerx223Rqy6ApxNIx9pgOU9KaIgHufIOoarC8e9j0atLIccxO7\nbkdP6G/hUp25yd+sU/tayn705KXfZjrYJREZJ5iui0cFOPnKjFhK3nSQHnrHFJca+P4uPGQUVsCY\naVqUd3KOstd3DB+ChCya2pQqRylkUQtLpBqodYtpJFwcCv8LgD2O2J/ImFrDsqp7T41dDhcqfBON\nrnXKo02B0mwG1XwF8IY37D68Y19RHzQfwTojW9Fb+PGIjKno1HtpZdY3XCsPW/uQaVn1AWg2GL26\nGzumIxEB08EyojBAJ2BRvy4VwNqxmihNmK6/aSddJZVmvdq2hJBFZQ+YN9nc1v5xqmgpOdtClQmV\nehEZU0npluCSyqhwqviO9pmPNC9Zw/jsa2CJhywa1kZNi95yODTAJirpQB4SOSdkW7zjBcePETW1\nL672gykNmuRyMZKl90LMlhKyUoSFq8ItyEwPTHdiRjxhGp2Q+Vs8YsNrmrbATqg1L/24f4c10OIh\niwjZuR4ypzyE1tgoukIV873txz7MaF8DULUdyt46KoFKxvztroslpq9IekW6WISoffsMWj3FLvN8\nn+XvKdjnaIzMWTqEauXuUu90EbQWoyj4jXM7Uc1i8dcRUchoOaFmRMR0kGcfZdGrlD+7C0R/Fg8/\nUGLmhE0H8vB9nYtLn2OPtapiy12cIhPPcpyquZKvSJSqPeoVBzzjFbsJGeM6mtSx1SqjQsHJtp9f\nUtn9fpEfcC1FZdfUg+KI7UlN1w7/Wv687O5sn3VRyVhpMA3djggbMCdec3KmwwT72n3JEY3JcvI2\nhKxFqGZlMjpHa5GTU9YVteqNykQ2uqJ7xiglSypi9g21dpTqvz49wZKphCaLk7gWWgkZv3JJNdTn\nj467j33Jtu8PcvQVr5M2qDZqnVuLnYCVyNitidmSPmRKTFz19f0n21c4CcvS9TsC0z60URRCtHZl\n0qWhwmuaP09WE9fCEg9ZpCyXyLSjRn10W2uyhyeqMWMIV/ROLjU/5pK2xt8q6uV8f4RMkeWFt20R\nafnMm7G8t3qKI28rt33ORvWKaZ+zjaTp8zPX7pqQLYEW4ecg/R3TarG3hTPsaN8xt/v6bDol1U3v\nr+lRPzIqtPS+UUnyEbB8QI9HW0dYU3iW4V/FRWPWFEXq5Ogd4xzrb6ewRe1U65b/FoFcquy6r8Ji\nqeg8R+xeDn9pOGds1nbYYYc9XjH0Z2TIblQ2dXAAesichDnZKhE2njsfwtcJFoLjrdtRWkTe/PfX\nR8udShRSobUqasI1xEZDMepkzHvZ8vwlygZn6yG0VNTUwKiWenO6Blru4+/kiNRpYC6VnKyVCFdt\nf1AfWc/VS6Z9ciMlV/fvmYA5lvQh43tuZFsVOSdjLAW1kqctoO9H6RHJikwevgbiGhfd09/b9zVt\nLSzxkEXEzNOyWhOVz+h8rb1q1FIypmStPA6maqQlSa772bBYWWlbr/ZdulxkT117m9bnYPmPPMUH\nO+5EzAmZkzDmqk/ctMEgVwkNUbxkTt2UkKltVJuqKD1SAPkhVKWIvGOqmkTeMVXoMxXEbSQa5sXB\nmt8w7SeWrbUP2W3RSkeyJgEL1sAYskh7xAsOeMUO+0nIQCSca5W1tUK44ltS2Z1y6vb6isqfG87R\nZmxUxw54wyveP0ZmYz1gLrDzOb3PwPjddSjYKE0btfmsgq1Eqraf9bhcur0OlhCylvNVieD3f8dI\nh9TKOzTv0dSz0ZD3KjXpIdOnq6mGhJKyiJB5Dc7KhEr8tZqmlvE3M2XKET0zy6/KTAS/X7o/jqvI\nek0vmXtMayPYtZCxeyBnrSGLSr6UmDEdtlZLOhDrBb6vpKhEkCJCVtouqfd636wFXtIaXxOtHjJX\nkJ2QtdS6TDpFJEzvoQMhaQj4dO6xKERRDX6l2eRa3hyYvxnl3zo1bonpK3qilrToHM/LTP8qIfIE\ne31U81hEzDSqwGk3u3dwyQJSLzWK880IWabi+8dk8/4SpPN8D8LJBnauhSxmaoL3ctAQLyq1HLpi\njzkJ84z0+5Q8ZbdHKaeIFkVjj9Eqz5z6CuAX3rCfhAq0CuTsm50jNCJhkKlQpd9dD39tOMfJ2Dxw\naXeyqrN80pDAskvVWr1e6pHOSZiaKJSUAWV1oxSSmKkkUVp2jnvkro8lhCx6YiIq+6pcUKlQcjwP\ntfFhjSIixqXlu/oTMo2lQp+uRQ2MlJos7O8aaBnqIJJGhD4/96Oyr0G8imhyiOjdM0I29MTdnfqS\nbTFVMLKhnSMPGd+gRsZuRc5aQxb1nd6DNc8DpmTsSc5zRPpJtq3X528j4lXbz9R7b4FL1L3UMl8T\nrR6yjJRli6KlDEb34H10zikNYZzPPbYpbGv/sSgiJHoiLy1uClhrtrjp3UuIZEMpDUladE0iy9+s\n3DpXQLJdOqZesaj+lbQGbYv/QwzqAUybc6pkpQ/IbTZtDBd04pUF6pSczPo8ekz72jCTNGxxDw7q\nMR5TT5mmPcpa1VG9933iEjSEgTVbKDHb4jUMs6kJ5OzpSk+7hMSVGrP186rVQ+Y9SCJy9nYiZu/Y\nn8IZlWQ9YmygDph7YaYkLBvEWbdbB93IlohUtZCGWpNwHSwlZK1P534n94wNdYaSxyXfM+LYAY0p\naHmLrBnV5jMiLz5CoV7nEWMfVKBc0y+N1pBFJ5kKPj8wfQelAhHJzN6zJZ11+xXAF7zhVXxmc0KW\n9SXz8ncv5CtCa8iik0wnYzyPcDLmYYtOxiIihsK6RLSWBAlfogVeCy0eMqBOwM5p+3ld1shodEUl\nYTqYx0AkozBFNcV77qlmWJLqOuwLMJY83Y4Cia+LFmmbPU0pzXXp2v1d7vj1PC2rfwjSsnMoG18R\nay6ZJuLXulSA/U0JWSRg9CVbxp7iB3Qi5mlR1WohY1HVU4KmEcUkZ9Fw4z4HVCZoo3e/HpZW+CV0\nxtMPmM8QR0XwGXvsZmGLo8VqWqFKT32Oer5ELVpTVZyilZANEzDExEyd8kP0ND1mX06/Zj9Oz4fh\nvaNOzi7GnKjVVI8SadOwjUwdWbp9fSwlZNFvIiuf+p7eMe0LMZ/IVCUTCZlKyGgs2gy1Up/ZJWvq\nlDd1mu9r1bQlhKz0Tuol00CaTeE30X1aj1ONGPribrHF28lLpn1iMjLmT6MExtP8CW5FBloJmaq1\nSsoI3wfm5LTUorUSMf2m5yzAPE+WtMC3JG2tHjKuIwmSbUe1JHtX/a2PRqtRBWw1D5NpUiIVXSeL\nacm5mrbhZoASobsOWsmEv50TKS+nrV8iI1xRWu0cv3Yt7R0jGXtFrKk4lOhn1z0XVyFkl1LzM+gH\ncNUwIl8t4Yr6LFFBioJqeG1WbB1FMZuE12es8Fm97g81SsNttR1kb0UF4huAH1ALPofAV6XhiHig\n6cgK6k8XpfmxUqWtWVay318PSz1kLctYE7Z4wwHHie1uGr6RdXLeBGlRTdNtrR2RCIwaPGAeGBAF\nFHiZW79mtdyxVEaJGsVRz9g0XNFHUSzFDGigd1TKaWKKTGJRTTjHt00pecSY//dGyLguqYMe51H7\nHQrptXPHgZGYjwMpmxMxDQXXcPBM/YvImabfCq0hi/5evtRyXMMWtZ05JGm6Bqa5XiNdmb7h378k\nK5YcWwtLPGS6jtJK7W2JurghiwNOaTi+ErRxdFofjzgLW4z6jwH1r51Rgyz3r4slIYstabWynRGx\nSC/bVPb9OZZ+NaXDLfVPn49l6gWXy627CVn0bd+P1H2gTSX0alQrNAiOZ74BqjqqJKlXjL+N7p29\n9xGXi0kto7UYRV9o6UALwLQP2XTIlS2moQNsWCO1piQcsjz0Y9yPGgLdb7HarYPWPmQayvRm+yWy\n9IQd3k7jtbUQMfeGZWYPn4Jaa0JrWlZOS+V3bRVkRItQbW1+vcx5+M08XDGa4KNExpS4RSVca4kO\n5p09oddcHvch7/Xa/AIsc5cKAGlB672yGu/qOFEisufAf0vjFpdXvGKLr5iOWMtpEKIBk1z2lcri\nrckYsCxksUWlrREmhyuTEQnzbZ5bUlBbj+MC22uhxUMGxG1u636knGe/UXLm3rFxce9YRM60XXrG\ntI2qlSDe3Wfd5XaU29dHi1Ti02VtW6mFLr1VVIc8X7N8znRof5bSeQwUpXesJgN9XTM3LsVNCZln\n0pIBsTUts1+0pGWC15e5+jpXS90LpvsejKVp9w3/2v42eqzUhBwwesd+Ya4UPn4M36zKQ1boIwVh\nyRPxGgi2HZG9/9IVsY4WD5lGRL9gSsoeJS03UYzv5EQsC/yNjvtvvfZx7dOlltb/PGh52pLgd5SG\nbFYKVM6X0vD3NI6USrqSMm8iIzKmtTcKwOY1dK3B4GvVrqXkr6QaqGS5RJktfQN6x9Sw9XwaBn8e\ntlga1KNWDu+BjAHLCRkRvd8BU+UnImf6+8iKn+V2iZD5/mfTlp6zFlo9ZJ9F9k41SaaSae4do8x0\n75jvZxqiywM+EfddHrocLL3Z5bHEQ6a93rInzMqe1zeeW9suPU+0Lh3zczJvegksOywNlxwu7GaE\nTF++1uXfzy9Vg8heUTqH1z4U7kObLTNA+4+pHYUu8YyIIUlfW1iOaL2r5pT3DWrJGVLtVwA/EU/h\n/fxByLTvWEbMSk/e8nSQ60X9CVxwe1rWvf96WELIXmRNUvZk61LkNNWVlgDg2n5mGsm23aMWEbJz\nvvx6udVSq6Lm238beTGy/mP56IrRsEdOxL5iJEFe2rOhEPQJo9/o00feMX1bfWud3XENnOONi3I4\nysUlUn1pCzB6xnSb8zpGk0RH/cgcETG5Tds0R0vIYtQXrEXBepJtSh230kPSvJ5G19TzsmfK9Jzo\n2Uu+mEz3ifSdNdDqIVPUalWWViunlJMuL5d5x3wpDXefSXRg3gOJHrOoZK2TY62ETOuIrqkxZOU6\nKoN6jU3jdkudyupTlk6CGdWRqEwpkVcD6X+IQT2AKTkpEadse+mCJA2F41x88A6vugeUp6bNjvn9\ngbUHPi2BT1rq9xNt+/lHxERsDJt6x+tssttWj9TShgoYK5ELCch+ZPMvee6uh5aQRapf6gl7weCR\nfMKchGWiLSJk2TZnQIrO8aHwIyLWco6KY0X29Zece3m0NKOZUhEhmgXLRwkbR1dURULDEUvEjNvq\nN1GV/SDpwJyklUwXLcMT+ZtTmq6B1hlkNG4jsmS3rpci+t0BmRzd4edkcA/tT+by9Bzr8C3R4iGj\nuan21Z2EORHNoMdqxkEvJVGJqKVlOknU4rakrYVWD1mplmQ1rdWPpNKHwYJ72+a0L3PvWETA9GuW\nwhWzJ9MSoxoe5ekD2uTlZdEqaUleIn+ewsusl8Xo9xHp8ufytJqOV1voaMnqIaGtoLdslyRjwB0Q\nMiLLxChDI9t5qSqU1Db+LrMguuLtQtjDE/V9oudRu68XwvWxxDYSVZdIrQTKI+blOcs5lag46LaS\nIb8qgvRIPHpaiWhlx6Jz10GLfVhrhFvwSj5ozxOqKxnZ8mOZZ+xcL5l7zIBpzWFjpuK8hKzpuA5a\nalUWQuZejWhOKY4IpsObT71iqlhoPzFXOnxN8HuyVqmkdEnI7WjJ/MrZ/i1qVgshUwWKsi2TfyW5\nmKVn+1maEzIdufYLXvGKVwxK8a9TKofDf5XlHAUmk6/3Ai+dWSkq5VBJ2XSFMDvm1zw3LYMrs8A0\nnMwHJim90zXQWntdOW95Rj+f13HzEXUIHfiIxiyupyMrehvm7SeQl/pIW6y9de0t18ESSatS+gnz\n7x4di86N7ls6RnhrFOXGuXLs3IXvdgncnJCxmVtSMTM2HV2Dx3Udbbvy48MiOEnTCq/XiZ6babTM\nZO+SNdvXQ0tgQZQrVNi55nm6Jni8Nkjo5uPbkoi923bU70HzeMkCtIUmZmnrkjGgvapSwQZiP6t/\nCQ9zo20zI1atg3x4o+Zi0OHNKe1XmdkiE9+l89ZBi3X4NVh+Jum/MM7e58cGYvaAucdZJwDR/M36\n9nHJQnGi7xh9a60175VtndY6Or4GWu2b+i3Yj04NT6omQPb195mU97ToHI2vOGDu5fyGoYR8wxZb\nvOI4K1teMvStIiXF096T89Zqr1paq1J/uUyWR9BcrKGlZkT6SlZSSmm67SUuypNz8um/aTzvWsj0\nuOw818tckjgBo1csH1mxpDXwztHCOxLRF/eSlZ2zXrvVeifVs/m7KMooImMqO5be99Lnqg7ZKh+i\na15jDuGrELIlGZz9PqMBJVVOt1s+kJ5DQhYRM7VOR96z7JqR0KWK/I4xQ3WS63XRSsjUxsE1B/qH\npANj9dPfA/V+JADwgP1p6HWNzeUgH9OB2sdflxqh7Bw+dVTxWhegvax/Hq1VVQN79OkidUu9XRru\neLDjfn6UFoUellS80hSLnnPRebXtEkm7Ln42nEODT4mM/cCUiP1MzpvO6xeFA0fkLCNl7MPlKEnr\nTDEpLVnPJh2Yeg20ykCufeGYuOo1q6m/Tsb8+rURbPdwr5ivf+H1YzIDBq1mhCwzm0Tbh+T4Gmgx\ndNRKX9Ru14hZqSS2moX8Wr7N35S+pUs2P9dLVW37XuDEq+Wb6zfzPHe9Qdc6kvO075gPShUZEPXJ\nfEgltltu4PGv723yEo31dtA6oiTLvwy1Q5UV0fmOVmkZPVfpWIlaOyGLTIKRbtj6bOfgph4yfjAd\nt+sckpadX2vSXYA6IeO2xuNrHP7SieFKQh9ot9VeDi1NHJteLZ4e3uTFSKvlDmOfkBKN3XxcTSe6\njZbpL2KVJUuL1Pus0rVur4PWqupPRwUvI2NPmJsfgHwERFfinYi5qpbR4ei5FW578/OWkLB1CVlL\nrVJClnnGSMR+2XrqIXtErnI7EatN7A3MaxgXbd5Kk3K4ohLNjOVrTnqh6fdGyGpLy2QlkQodkbFS\neDHPH7xh2Vq9ZBxGyb1lvKvX2qi2e7vr8RFroHWy4Ui5aiFmwPQL1whCiwRqUcGXELOles0/C5xk\nteYBzzlgPhAYyRePqR439Y75VCHe7pWeWmUd+5kpIjrcSsHXQUt58e9PksVtbSUi441HNul1a9v+\nHPrckT6XwQlaJh9cU63VOWpXl8DNCJkKq0fbj9Yt19N1tp2lRepDtK+V3H0+kdBoKey3E6BLQhaj\n5Qn14Uei6OHsPhscsQ9tT5ofEelCklY6F6iXi5a0dXBOVWXvESDu06dKOkdm5PlOrHRbJ3mo2dQR\nrF1xddXlEPymlBtR7mh3bj92XbSGLGYer5ZQxdE71uIZ8/nGVPmIQhR1kuYakSbcEOC1Vs1crxiJ\n2A5zg8CahKzVDFYyMjgxa6mrLrW8/pTSDih5x4DfAPzCT7x+5LyHLP6wt4r83u/BttZU3V8DSwhZ\nRMyWKlolEuD3LK0jUubH9VotZCxa157j3olaRMSAXK/iuaqPRV4yHShsOspiNLJiFOHhKrdqf6Qa\n1IV496jti7TapZrubRCVHSdZKp1KEhKVdfY1svQaadfn0W2+Q0k2tMiJS+JmIYv6cWr9yFrWNcFU\n284CZ2puzOi9St8gSl9/XB1iCSFrCSPKyNse5S/38PH7A/YT4areMoYs6t1q27VjxJL8ajl2eSxV\n8nR/g5HKsvHg16S6peYHF6lKwFoUxkiRz6Z2z8hYJlp1nZGu29Lnc/uQ1Txk5VBFDtbREqaoCkc2\nWpgrISVlQb+tqkVOxrxnrm7/wpScrRUvsG04x8MRM+JE0Fr+jDmiOqrf268f+a2Aca5B9459x/Ad\nv2OHHV6x//CQKSnjVaIehbooKaP0Vilf8yFcEq2EzElZiZABc8kQqcrRfZaso+u4iu9pfr9LLGuh\nVQes/a5EijV/PH/VgO5hinHfMfavjdqwrDOJ35FvVDJGOvUoYZ2atURfj36bEa5SWm3fyVdGxqJn\naSkvTshqXjIE+wTNl5fATUMWL4Hsg9WEUpTOSuuWFu3VoBW9RswydVAJ2LHhnOthCSHzMEV/8wdM\nlShttp2m6u+n1bEkUKne6a+ipy29SQ2XOufyaKmqUXOmZEyjubnmcOdvsh2J2YxsRem0PLbCnzuq\nVRH5WqoWraOSnNOHzPuT/cTcQ6Y0ZghVVK/YN4wekmwOsihMUbc13x8xBpO7MqFwKRepRfrkvzCO\nD6lv/WbbaxGyFknLuYKiPl38dmop53GGa0PSIrUimvwlyieSvAPGvGe9VS/ZuPzADzxj8IgpZedT\nRnNq+uK5yt+6dL82lhCyTEk/l6TUFD1fR+dGBCw6VoK/y3shLTq2JimroaXs1J43kjbuJfMwRabN\n+45lA3sA89w7YB6endVr/t7rf0QRIOffT25FZMefvkQ5S9pCTcOAXaP2XKXj/jwlh0ukYTguLftu\n5iEDppnp/cha13rP7ING6ZrGuSlcgLEC+280Xd+XNs5Mvczs+d4Xbb05yFr7kHGgByAfnMN/8y7b\ntSaQQuthElrgKh23W1F6yk1lu3R8TSVkxFJCpuSI+aELVa0t5l4NfcOIfPm2KpSwtYvwaBuomylK\nas+SY9fH0j5kSsIiIvbLzolDFUnMlJDp9hPmpCybATIj3iX4ty+RsXLPue9Y01K4NEqA3jL9ZjzH\niVmmwuh1SX6d4Hk+qbLI5yYh++20pnfsNwzf8jcc8Iaf2IUTIsCuXPOn8hwnZmvJwta5rSIdoETE\nolYpUpmj+/h2ixKn11+CGvGoLdRz7gmXkMqZZ0Pf2/uQzUt+VPq1/YyenLJAdR0eY1326TKAaV2P\nCNq6OCcPakQnSuO6NTA7agOiL6XPcGg8zn2PC2rxqEfPVOs93Iqbesg0U8/tR1YjYNmHzqxHFFrR\n9aJjtcIckTFNi2jOeqrjkhHGak9HWv2IUSlZ8qWG+xxl8QZF+48pao1llt5CNTwtUqnWwRJC5mKN\nNkGd/Jel+sX2nZDpiG9A/PbZWp9Ja7OLc1UVauTqM8fX8Tsv7UNGapIRMe9Dlo+q6OsSGaOi7+Fx\nqkyMocQjSjUw6/1JUhaNFzmuv+A48fOtg1YZqGFIR0t3zzMwL3OZWu/3iPLIBx0Ahm/GoTpIvtVr\n9tvH+hV/+yhPTsheMJXa0UQJLsFdqq+lRLTkFBC3OqU0hbd2Lffy+2bXC1s4IwAAIABJREFUPhf6\nTFntKm1zzeiffxYsyYOMrHKgD+9DVg/lZn10Y4ki0hRh52ubqAP/HBBf837h+ZERHaZF+yRBUavj\naSpNWyhrqy6uzxR5yNyb7HX8mrgZIWshW7XfRMI2+8CRJemAaThidD1gSsT8eJRBXkCdjEVE7IC5\nB+36OIeQRcciOpORstJXe/zIEx3NUq1bru5klaUlLJQqZ9Y7CoV0Hrt2BR3RSsj02/MJNfjIfb+R\nqcKRidfaOZrf/rUikpSVk5IqlW07yVsvp87tQ5YRMe1DNg1VVAK2lIxFoTleyhm2SHgee35qR3cn\nY+opUzL2Axu84hsGCvEbhuDL9QhZi89d65FSECesETmjoUrroyIaVCUiY5qHwEi8lITtLJ2kbItf\neP0gYz/kKu9ydSqrOoX4QY5nZGOtmrWUkAG5lPC0CK3krCat/HrnQK9dql2epuOXMhbinhF96+z7\nM109Yfw+qj+4p+zwMRqiG6ZeMK1/md9Dczgy8kXyVAlYNCLrEk34slhaf/1Jl/zeyZZKVNVUNIZH\n77Hkvi3P5fUp84xF9fkR4wQxl5qy6iqErMUO7S/QOrBHBidlLe577ZsUEaJIgJfWVF8ioedkLCNi\nTtiuixbV0SkQ4dREiZgGbyoxKwmvYVvJsU4Ozfxio/zZvOKbudjUcZcyVfU2VoyWu7riR9GmIs9F\nDu2mJdFzLkrX1P3MJ10iZ7od+Z+j362Dc/uQtXjI5qMp1kZWzIa999HFHjBVGiKTRIQoX5knaqf2\nt/wJ4A9ssMWfgA9Cxu379JApGWM6MFAXEjtXJ3Q7Uy9cugzGqSkZYz5y4AGWICVkGsY49ZRtZYAP\nBmux1++LrJ8wjhPJXOQQ+VlNWkuNXELIdL0kDVjuJfN769KiQC4xSKuELA2XE+2v2TNzKUqtQ22f\nOoOPgK0kTD1kcZ1SA5XWQZd9qpFm9DHTHvT3Ssw03F9xG4JWQq01rdUZ9ZDxC0aSNZKeS75GK1kr\naRstmlBmZjsXdxOyqHbE0sePiFqNjKkbX+OII1ac3XNJeoaMjDkRW2/UxSXdpF+S427hBUalRItr\nrSoP5/L7aNiiWv6iq0XbmX9EG0qKXp1xyy04Kp79GJ96HbRUVRVz/AKa1roAcT55yXTTQ9RsenAw\n0yOPmZ7vaz3HCViUw9n+9bEkZJEU5aes1X80+JBI8jQsjf4kD13MRlv0Ye91dEUqBUroSyTMEX1z\nmk9om9d+ZFMy9vtp+Y6BkP2GXNpcHktGWdQ66PtOyqLvETXd2fQR3r+Fg7R8Oa1JxpR8kYCp1Nx+\npP3APz5oOIcaecE49Mg7pl6x/eluB9nm2yjuKWQxU5Fb0lqxVJJGyIhai9HZdRsfEsf3t6flF245\nonMObwVq274fdW9QXS8ezIMEzIe6IRGL4mb07pka7t4wr9uew9R8b4cldaGUDy3batrSJZMhmfbi\nX7H0XKX9ktNmSb2+lB54FVna4haPBvHQfmSwYyVvWfTBsjjqaJ3FVtc66kVuSsbiK3wYDFeZ6V7n\neTushZYmjrZTIrL8vAf7tLjrwq/sAmjqozrgOIsB1/yEXTUiX5mKyG+sYpLKhwoLL5OZK309tFbV\njIiUAm8RbC9ZR2n8okx7l303w2S19yDrlsDhUu6vl2NLQhZ1EA/1IfmQF/NQRS5K0nwgDw1ZjObb\nUeUfiOu2Glxa4HlI89fUH+hk7M+y/TvWJGQtypAHPWcqxDPm5bjVvsu8yBbNUydhXzGo3JGn7DtI\njg94wy9s8Yyx7WLPUhIvSukn2fa8qCk710LroB6XQJRb57yn/ybyvkWqful6LFnuDSsNlTPKkftF\nqTXJ0ki0vBWJiNigl/kAObpN82yp31j0tIR7vPT3kWxVLeQeqfIULdpA7RyVci/2G4U7W5Y8V7Yd\npS0hYhn+w3rISseyc3RbVbgoztqFGPcZWx3NlLSxtW7v7VxCr+M9ZNQbpmTMe/SsUz1/NZzjwzZH\nJC4SMiXvRQnDXGQUpLR+UaCyLGQDrBwaj6tgUBEdxTarOvZk11gPS6rqUkJVCgD9zDZNEx6koJ5T\nV3bdo6a9PPUerYRM33GdHhSfHfY+nnMsG1Xxm2xrult+fWCIjW0zP9y4oigpKNF4tMw/95L9xPfT\nkysZ0/V6hGzpKIvR3GIZMvuuXjdT0lRtcW8Z5bCTrx1ykjZ4ybZ4x0/sP3wAKi91zT5liujJ+ZZr\noDVkMSqhS9NKSmKEFiXOf++GZyT7rpxGuo33zFSvux67N0IWfc9zWivvvap6loYulo0ekScrk4X+\n5NquRaGIXr+Jd0m7DSlrJROtrX/p2Abz/qgONfHXNMelmo6vIyLmpuDas+r6s7gZIfM+Y1maIxJe\nNWGlgTM7zEmZdnbVQU5ZnR5sX6veA8ZRqkoC20MTMzKm3rLro0U864hibBI9TPFd0jRckZ1no+p0\nsGuMy/5EyA6YziGiAW/R4tMUeLnQfVd7mIdq446wxHJzWZxTVaNv3roffV2luNE5vmhNjfrSZPdy\n/3btPtHzRJR8HZwz7H2ZjJVGVcwG84j6H0WDe7COAvO6CExDGSFplB3+bVUN0nwc+5F9xfEj6FJJ\nmS7rEbKWXjUtza2S2pKEKv1WLeaaR+713Ni+esY8dJF5MR77hR8fhigO4kHZ+YKx1mjfsYPc+VZY\nSsgiI+oliJmiJs30egfZ5nkZKcvuo8qijlsaTZ+h4c4kaPdGyIiS4sztzGwYRdNouOLh45gP5hF5\nn4G6ms3cOgT7WpfVzK/1W0mYX7N1VNZ10dLil47zGN/K+6UqVKtUidrybPoM0bantXjIontcC1ch\nZC0PnXnEPNCp5B1rJWYkXUrGfmFqU+T11K6xx0gzOBu3T3mrhA2YVil/Nm57HzKGTEYjPl4XS6Ly\n3dKj2++yVmGT+agykJBNO+NG4YoeyOYWDk93ErzBdAjoA0ZiphYczUud+jorl9fD2rYTr02Zgnks\nnMM0Xi+zNkb3856eLU1BzS+6Ds4lZB662B6qSIW9NNKi+oPVGszek0BuHW6Bfnf1a3tg1faDjP3p\ntGjYIpevjXf9PJZ4yErH3oO0rOy5qu5LpCgq+YrMjZH5Mepb9o4D3vGKLR4wkrFMsYretvXLXBrn\nEDLfdpldSvNtR5Sr0ffLruf3zrb9HioV94h7aP4E8I/T/h8YiNnaE0osRUmJ9m4Jep5LHW2dNMZi\nWq+ibW9jo9LuT+v7PEe9bcAod1U/opESsu1a8PXRWn9LLXCphfauIm5s87qnS0km+XZWfkr7UeeI\nkoYR4ZI5ddOQxdIgHofgWJbmBUMtJmyOuK2jlu0wCCxV0km+vKv1XtIZY4/guUtg4TxgOradkjE+\n+zpYQsh8iOcNxmE2KGTYg+4pWGvRdv+fVsGHyeAnmo9qk1dvGCvSDlOhHKWrYI86tLMvhXZ6Z7d/\nffNaJb08zvEZaOn0HpEeaOslWUtozaH/jrFmuKOfYG5F1kevvdqclrxkNQJWUoqvh9aQRVqws75k\neajiVwx9g6hgedhi1IcsGlFMvTHAtM66OqtrwmtBlD/Mw+GNvp+e/HfE3rG/npb7I2TEAfM+tbpN\niRORMu9NzN9oy5ORZw1DfUJOwFxdj4wb79ienpOGL5WpHFApknH6to+nO99jyGJkYsjMC1laRKIi\nZApf9P38miVSlt1HjczUY9xD9g8MsuUfAF7xiNHscVOVL0RJyS6Nn6vneIlnuZ6GK/oosy/B9tIn\nj0oGc5XylW/AY5F+xOvp79cjZTVEenZp38du5nGXiorMNFVqvT29RKayxUlZyVOW3fdSuJmHDIgH\n8fA0vWarOuCV05stHYmIow9RCVf7JIelIBGDnLeXfe1v5gKFQ7Yfg30ljnvbX0d9XDLsvTdxSsbc\n6qMkzH1+2ZuNSokK2b1tA1MipudQEOwraXzarEO7U58X+U1JoFwXS2a6yHpAtq6BmNY6BXYxdsBQ\na1i6CZ5DE0xUkyMRmYnHmscsW9ZBS62iHNqiRMaiUEVfvmHuKeOiCrwr+E7KgLhJzMhYBs8/lb47\nfDk9JT1kkXdsXULWYv4qWcr1+7zbdkTKFB5boWZAkmfNT+b1O+JQRaqg7h1TUsb1AVv8gR32+Iap\npHZPRPTm2gKshZZ6lZXgc4hZiYiVyFa2jkhYRMoyuAQk0fABgn6c1iMZY+/M77hXD5l/R90vBcoD\nUw2D30SjjkYylg3modvZE5We1rcjuRmRsGxNF8A6aG0Zo9Y3M377MepeJTNwRMIic372XOcurXE4\nXu4G98FlZeDdmEsigdSaxnRtVDTNhRgJkY/QA8wHL9ZqwSbTHcrH4JylfcDm1KU2xuMl0FIVs6pR\nU3pdhLbej8V8+ILMJ17NVZwa8dLwRyXBrEg879HuQ8XEy9W6qv1SKBGLyFa27Wncf5c1r89tfgUP\nu3jG6CGIxK0jauyyJZszrXVZp5FrUfHVgqvlayfH6h3PfTSvpfu6uGTV7RZZVMvH94/R/biOenGo\nf28dtORWJvcywhXJu5IMzAie24p1+8nSPQw1KzvTYwcc8I7jR1unJpdH2ebxrBVYA5+9T4vipLVh\nCWo5H9WwTJdpuZe3f+4dYhjjlNR/w5o1ayn8m2s0i54T1aq9patHbbxGK00/BNutdTo7rk/q1/XS\nccCokdwHovIdLSUy5hpD1t//WjJliaZwK6xp4OoooGdER0dHR0dHR0dHx39+6DzgTnC/XpeOjo6O\njo6Ojo6OjmuhE7KOjo6Ojo6Ojo6Ojo4boROyjo6Ojo6Ojo6Ojo6OG6ETso6Ojo6Ojo6Ojo6Ojhuh\nE7KOjo6Ojo6Ojo6Ojo4boROyjo6Ojo6Ojo6Ojo6OG6ETsjtBz4iOjo6Ojo6Ojo6O//zwcDwuncK4\no6Ojo6Ojo6Ojo6Oj4xLojpmOjo6Ojo6Ojo6Ojo4boROyjo6Ojo6Ojo6Ojo6OG6ETso6Ojo6Ojo6O\njo6OjhuhE7KOjo6Ojo6Ojo6Ojo4boROyjo6Ojo6Ojo6Ojo6OG6ETso6Ojo6Ojo6Ojo6OjhuhE7KO\njo6Ojo6Ojo6Ojo4boROyjo6Ojo6Ojo6Ojo6OG6ETso6Ojo6Ojo6Ojo6OjhuhE7KOjo6Ojo6Ojo6O\njo4boROyjo6Ojo6Ojo6Ojo6OG6ETso6Ojo6Ojo6Ojo6OjhuhE7KOjo6Ojo6Ojo6Ojo4boROyjo6O\njo6Ojo6Ojo6OG6ETso6Ojo6Ojo6Ojo6OjhuhE7KOjo6Ojo6Ojo6Ojo4boROyjo6Ojo6Ojo6Ojo6O\nG6ETso6Ojo6Ojo6Ojo6OjhuhE7KOjo6Ojo6Ojo6Ojo4boROyjo6Ojo6Ojo6Ojo6OG6ETso6Ojo6O\njo6Ojo6OjhuhE7KOjo6Ojo6Ojo6Ojo4boROyjo6Ojo6Ojo6Ojo6OG+HpGhf97x4ejrVzdgC2AH4A\neD0twFcA307r32zt299Oi75CiV9mx5j+flreTk+3k/1s7WlcDrLOlj2Ao5x7xAbAY+UtFK/H40Pj\nqSEeHlDNp+H53jDk0BbDd3k7I+0dwzvvMf0++p00LTv3DcAfp+XnbPsL9vgO4E8YSsefAPyOoeTo\n+iuGkvME4EW2l6a15NX/+Ml8AoCHh/+5Ia/4lKwjL7bOtl8AfMHwxV5O12JZZl7W6kK0fm94s0PD\nOczzn4XFjw/7z9jht9ObfWm40/9xgbz6Tw3yT3Pq3Bz7iuEL/wHg78m6dEzP+dtp/4DvAP4M4C+n\n5c+n5XcAf5X9bHkD8G8A/m9b/k3W/yeAf8O/YI9/BfBfA/hXAP/laf2vGOppDf/TBfLqv2/Iq81p\neZTl2dIoC3TtaT8B/L8A/h8A/x+A/wvAK74C+K8A/AuGL8Al2/+X0xWjsv9HkBbtc3uD4Uu7dIzW\npbS6GnE84gIy8H9YIAO5fqmkZdvviGsRl3+cluHYdxzxO4YawPbn99OVKOFK6/1p+5icQ7AsAsAD\nhrLn6dl2awb8rxdpr/6XhrxSnSvTqTwtOp59LSxM15r7fFrO0Qr4brXndn3Tj9XbxuPxf/90Xv21\nQQYOWt0zprL+dwwl/S+nbT8WbT8h1ocjfZk6cnTsFdP6yPr5DwysIqqzw/4X7D7q6NfT+7Euab15\nwCjjNc3Pa9XX/7eGetU9ZB0dHR0dHR0dHR0dHTdCJ2QdHR0dHR0dHR0dHR03QidkHR0dHR0dHR0d\nHR0dN0InZB0dHR0dHR0dHR0dHTdCJ2QdHR0dHR0dHR0dHR03QidkHR0dHR0dHR0dHR0dN0InZB0d\nHR0dHR0dHR0dHTfCVeYha5lZaA/OvsU5OHRGF5/BRWfoYrruR7zyM2kAWqbomvxer3M47ZfmIePc\nCvuPc/nHOcmuj5Z5onReDOaazrfGudS4RPC30XlD9Hu8Y5iP44jpPXSbs9a9YTq/xxbA/mMGkWi+\niAy18hrN61IqeddBS63iOZy/rbTsMJ0ThN/8Sa7FGuq/5T30ntm6hpYvqPPDRMsjxrmDuHwFcMAO\nB7xijwd54mujRai6dAPmtYJvssFQyrNzfmJeK96DxWso51nR+VYOH2UnqtcteRrVlHiWrj326axD\nV2mYCk9bO8fliUMl/gajVAfGWqXzTR1mv45k4ZstrwB+YZBwr8HiMtHnQOKi8kHnGHzG+PVfMS+l\nmTRtya3fG86p4VLSNmp/+N0fMLZDWZvm+sgL3rD9mEmK89Q9BVfw+cb8aXSt5xPeprGcPchxHvPc\nWtf63nI3fiGuH4O0J0xrTfS1uLgOloHHNpXzst/V0qL0LDdYlvaYv/s6aNECdwDiOdc4I6Pq7Vwe\nkMuO2vvpPL08P5OTLtt8LlSVi7uPGQe56FM9yPZjcIxpCi95n8FV2r3XhnM4MfQrgB0eMGSsfyqd\nsPFZ9kvT8/qnaT32hDHzWIBUJfL1TvafMDZkSrQiZTabBG86Id6hmRB+Bi05lSkHbLRc3aMy52Dz\n4deNlkil3J1+/4pBBf2BQTnhZKdbfMVYir5gyI0HzAu50uAIpQk2VcVsnRj6MmglZCyPviYB87LM\n8v6GqQCN8kCF4B5xOaayl6H21bO06F7R+fNc2uInttg2TQx9CbzUT0lVXX5hf3OvhTp9bTYdMNX0\njJBRueMUqI8AdqHRxRUhz2P/7rwyyXI0Me8LXrHFFkNN/t3eYS11JGpgI6iKob+JFGutcfwSzFdO\ndz+9grYLSr64/IFpm6gTQ/P4K6YTQevxX5iSNlIHYEq+tBTqEhFDTgzNacprWIuQZYpf1Aa7LFS4\nUYvXVNkyTs++wzt+nnJWTVb8MlGLmJXxkuEoUhI1XY/5+tMzCC9CS5nQ7+rwp38vHKOupdfU7cyg\npKq0H8v0r4yUtRiunKCo8TNT9a+PXw3nHD40K9b3SFfPyJovar6K7zauM905ahVVPnH9A6NsfMV3\nDFLrTxgmcOfE0I4oN6JSWnuTpbgKIXurn/JBxrYAhgz9hjGzlZxNG/F4pnQisgVF4igSXy6kSbKc\ncCnxYuO2l7QS2cpIWouyeQ38aDiHnhO3ZQ8eqWkFyYSSW67cwsFrZTPa+zYVjXH9BUd8BT5IGUuG\niwQ+gYvvkj1LxWe0XgctdiwgJmMtRgVVpnm/0uJ5qGQ8UmR0XUsD5qpGqX7w2d1apyXh58mGfX0s\nIWRehjSX+abMwVfMpZ96yCJ13M0nvKbmNv2Lg98lIuCtskmv6nmgcvwLgK/Y4g/8wnHy7P8AfZvr\noKX+klRlXrJIgWaNOsrvmA/zr6hkjC0jFQonY/zGU/kXycRx26/Jbf0CKh1JRvhM3+S3PzGoND+B\nD4nbokb8tw3n1NBKyPw8V9K57OQ3jsyM4fKFSirwij9wxHHS2pcIf6sxQO8cPfGDnRNdf712imiR\ngqw53gawttAwqOds7JiSac0rNbmq1ItU6KXShrmbqegOlYtHjB4wJ2b+m3Wk4KHJVMlyziUjZaqj\nq1FO62WJlEV6srdF6gxw3VANUIOhnrLwK/b4DQMR+w7gLxhLqctwp+PRU2bHPoObecj4CWPP2BeU\nSdiTHQNym1GLMsiCQS8BiRcruyqwEVF7x+h2rnm/tGCVvGhrYNtwjirdqtpllnRg+vxOh4D5t1Ay\nFlk6RnfzqFyw4m0/yNgXjCWHFn8PC/MniJ7WtyMbj4qbddBSJvg9IzJGm31EwNQr7OU+C3fKjA9A\nvQy7cAam9Taqs97Y6rUeZNtzR+VLK6n9HFoJWWQo4FqbHn8rtzWqGp4Fsr1j3siQwn45nTfQ2SMO\nMzlFKhcFXEWy1GuKG9W+fKy3eMUvDKYh+lt+1j7eBfHceJ57xmqqmKpbwFRazr1kkSxkrn7FQMo8\n918xz/lo20uGylNgXgJ12cq5Wwz59u10HVXQ1pOC5yNqY1mDXC54+VfDkpbrZ0y9xQds8YoD9h+5\nGJmLfbuFUPmx6LfZ77LfXhctUjCSx9lX0vbJIzmi8usGhozgfFbXOkd3K2kOSl7W0gMzP5HCvWNO\nzErRa969qETGfDsiZRqhQ2+/krIdvBXcYPdBxugdY3uTaS6RxkFtfZMc/yyuIklb1PxBjNE2m5Gv\niIX7eRQ/kSLnSkJ2DBg/s3sUlJDx2BDcM1V61f6pRKuFoOmi7vdro4U6ayVo8ZjUiqZWMHc5v1bW\nUwvvBjt8w9AskpBxzTAs7SejTwDUg+uAmIy5grwOWgmZqvGqznPb1XxuKykD4jxWIp6V3UgtVXhd\nVFXXKYruRyFEfr3MaLMuIWtp3oCcdr4nxyMpxtoT1Rj6RpRS+5fj13+WZfsh27w/2RHlcqiNbRau\nqF6Fb/iF14k/5ysGcraWKrKkAcxajrEf9ABtsPVc0tqpdHd5qHLuGcNXifpnZPSbyw9MjVdbzGWp\nvoVKRT7LC6YE8SsGI5grZ2sRshZp6zJE4fIqI2JPmOaJggZblmcvqU/Y4RU7bCeEzM1O3H8MjpVM\nyXrefaOlTNT0Mt1+K5zL/MoW1sYSMYvQSrCy3yr4PlnYIs9heXvAenpgKyGjhuV1PyNjkdzi+2ff\nVduZqL66vCQh46Lh2WPLQq/Ydwwmpd9Py4vdIXORlErQJTX2m3nIBrHjmesETUNfnpJ9hikBsTIX\nbUdpThKckLln7BlDYXBiFimrJU9YtqyBJYSMdt0snInbkdLmDSR/E1k3SnZ+bu8+bOwa5Mo0liKN\nYo7eKgsZqZEwFzXroDXcThund0yVC6qF+kbvGIWkKmklMhYR8UyQQq4J29cgsGzhuVGd8N/qQAQe\nVhQpT9dBi21YcUjW0TkOrTnRosc1R/j1nzHkmjan2498dvKtTxORYl/ycEXmywHPeMXug0KwRVhL\nFWmtv7XzGJpIYsa1ypg9xhYjJ2UqB4dQ26kiw6dxmViSmUMkwZi2xZSea30lCSMhI60oGUjXkoKt\nhCyCqlUqG5VwKTn19o3QARicbqnsecEWb9hKu7jBlGxFA0/pADuatgRr1Z0ylvQhA2IzVEZjeUyj\nOaI8i4j3UlLG58xU9OyYQs0zLD8sKyyHvA/PX8d4OKCVkGm3Ii4e4RaRsChOKTOaKDJSFkXvUNbt\n4HLxC44fPV65fMeUkEUarQ4vp6VIjW8+9MhncSXTVksgiJIvNtAeqqj7TxiHavD+CRH5qu1zm2JR\n+4F52FZEypyYOVmpLTWStgZaunNqkcyKrqdB1pHwUwU+I2Nq4R37QrCk6OAdj8G2iwXtXB/RhxpK\nBG0dtDSzSrxU4PsTa5qWdSdqTsZKAjI6HkEtZREZywLzMpKvv2Gu67AXLFdfsNY4i62ELKM5kZoc\npQHzpkl7tXqwqeYSMJV6utRlWAk1Ewbl+TcM8ucrfmL3EarIJn8tCXjJ+hvVUFWr2FN2+hUzRYPl\n1ts3Kna0BrvnKzJguWeMSouXKr2/mrSeZT8LT1oDrYTMFXlVoIFp7VFS9nA6pkYsV7TZmjxhWko1\nnXJnqg8Mf/N2f4Nj2E/Rabgiqh9LBg65PpYQMlfUud4EadExepM8CsQlp6rUes9Lf6XoekrKgDG3\ntBzxuL7HGlgasqiOFOrord4x9qNz/VD14qzdiYzEkUlSZd72o035humAHr9jDDp2N4O6ZNTQ9o65\nFnEI0s7FlSRpSwZH/QpaOgtG3rNIVUaQ5v1UnKUzk514OSmL0jOvwZLFI1WvjbbxddoWf2+FKxSZ\nAsJKpCMoctCO/aTHAkuCh1tFDnTP5ShUMROhJSK2pirSVh5cmDnJiogXlTsFzztgHqYYlXN6TyPF\nPWpsgfk0FqVtvZbXbc2JN1lTKXrDUGpYn6+PFumnNcZrTovJw3ND/deartvumaEKCYx1aciVIw5F\nWRZB1ccSEaNJhbX5N+zwEz9P9ZtDWKxlH26pv5/p8K379JB5iOM0lzMixvPoi9P+XR7SHfW/jdJ5\nX7XUbzGVpL48BsdbiNIlsOQ+fu4h2Vbl9wlj7vjUK3pdKpXcp7yMdIOsJo/7h49RlXns+BHZ4V40\nLUtENNKnn7M+MVvSh8yNg5oWHXejOb+7E7PIQMx76rBelyA/Ttz1noSWySfMvXX6+5KsvTR+azgn\n6jdW0tMjUqZmhxIyIub916OxB6Z9aBmm+LusdXmRq7nGryVMn0wpJaXFpXLqSvpkS2V8QjlzNZN9\n1EX1lmnYQLRElvjo/INsa4VeukQk65xwxTUqY2vIItfRc0bv1wIPf/OeL2P879eTy5nDlOqMda4e\nRKpgVshr6iXXEQXQ9TpoVVEjwkVFWb1jHsseEbdMvXflohSqqA0UoSEo/jWjdWR/8vBlVRjVQq3C\nep0Gbolt2G2hrpqXJI2q1CVa7FIIGHNEe+AyAGXoR5bRRX164sG2vSa6MW30jpGUveIf+Imx2V9L\nFWmpv5o/e0x7d/gXKSnMJGPTd3OlY4vhWzH81gkZf10KVN0i7lvhaa70MN8Y1lyaG/Q2UrAO/2YR\nIvnkOgAQkzG+MzCVqzWzidbOzKxyAEvJ7rSv3jMvW+OTeUifbm8pv8eYAAAgAElEQVTsnKVjO56L\nFtVS2yBiY8dg56hCH7VbB0x9Gi5plbwB0y+7pBxTqmq50WNebjJo+GKka62Bz/QhK/Uj87xBsHao\nZI1ascgw7O38sGxOXVu4aMiiEjLtiKRaA00A+mSRdKEGdAncmJB552CNSdVMLlnsooxv6ZsSVeQa\n0XoLzov61gBlwtUSrniPhAyIvXjZmoiElVogMwvHQMboYv6OMSzRVQLmuKsJkcj3UMXsaSPqHqkj\n66ClPLBseXnSAWacdEV1B5hHT2fELDJC6PO6+KKiF9VBrc/aP/TJfs+0N8w72TsZ0/J1P4TMrW5c\nKxmLKKWnRdfxsRBLtZNfbodRyj58XKXkIYu+pfZ8UYKsRjUd1GNcdnjFT5m0c50JCtrqL9WtjJTp\neS4dVS1k/zGtleMVVXGnOuByU9uXqGT49CEaouhk7M2um7WLre3rGmilz46orDr50n1Ny5Rrfpdn\njDntQwQ42XbdIdI5Xib7Q5jjO0bPaNQ6tU4LvSZxbjVLqQTz53YPGlVktg9vmJdNv54bMt/l90sj\nkTRPs3Lmx1RyIDjG45wkIdKrro1z+pBFzhSV95mODkz70SmilkrrUImIaej2sHw7PTF1xxIhY2wN\nS5jWND4BNQ3X8P8J+pCdE7LIxjoa8l4JWkTOakQsalQi9l4iYwxl9GNM22EUppkC00rSgHUq49IB\npv2ZDg3HKHAiUqYVrEzGuP52ukKNcmfH/emy2N+IjEWk7D4JWclLVir/BBuySBjWyFit0dJ7RERM\nyRjT+e6P8m5u8aSQ9/4b2qvqfgiZSpxM7XbfRhSY5upH7X6exnSdJmKYj4zfa97rKf6OrkxxYT5y\nrfJdSdlv+IG/fXjo1unt167i+xt7OJhLcB2fkueQbr1DydgRc+NUiYw5IaNXLZqXJ6L2ulYZnU07\n0bK9FlrvlZ2nbasTMQRr/Y1e20tEaTtSIpcu2oa2jkqb7a+FpYN6eJlvfa+IlEXkzAl31CbWnjU6\nJ2rvMvmYQe+vmsla3syWeci0S1GJlEXhzK6DA9PvkRlMsoX6tsozNzhtP7xiXzEnY1zX/HkHTM0s\n9JJ50OWdE7KlIYveQbC0RB2M3T+SqdC6jD0mpupRZsGKiFd2vtpGW8MVkaRdE23jYX4eLowitXPa\nEf0L9hMy9mcMFeirXbE2VLCvVdzVvnCJvmglXgdu6cuwwVSJVnKm29lv9Us56WrZzspz1gj6V33E\nfPAevj/Li3rFIstyaUTI66PFHEV/nQaRAjEZ257WPqDvL4x2xmjEtpL65ueRCD1+nM8n0REXlxAz\nrSVufCMJY/++38BG9BdeVyVkrR4yR/R8ERnjlztiPrbh9A6a85p+wPCN1Gi1wegNU4LFJTumxokp\nLRyR9e+IZMaaCv7S+0UqU0akIiXR7+Vy00tO9lvmLfMhGnKndEzLRERIoiU6x2fSuzaWDuqhbYOT\nLPVZsB17K+xH93myfeqALZImImNZWlTOCC8jJRK3Tls14HvDOdTXs7EetLtARMRayW+kG3vfMW2X\nlJRRh/z1MYiHkjEd7p7LE6ZS1SUBZTrNwjtMn17NlpfAnXnIvN+Y9z+I4lQ9iCwiYO5Few6OqXoU\nEbJI8YvOqRGuLFwRSdo1sZSQRY1UbZv7ruhnpOwVm9Noij4izp/RPsdTCQeMTVOru7lEIdZBy1Oq\nAMuIWNRo+1herA9RedaeMNk5bjGMkJGxyAPu57OeRnWvZFRZp5FrUUWA0cyT1QwGYugUv1x+nNK0\nBwJVDBKsKIyX2Mj5bEZ1gJy5jMr6iepdtVw5GdOwRZIyzm3F2v6OLXb4if1dhSzyG9MkQvmh+zrc\nvasQrDVObUd4ndV0XkXbRj6NK/Sty34yaITi0Uja+DR72x/S1p0T65y7qafByVikDLscdAWylfwA\no8KvJCtaP1mak4zs3tlSix9ZA+cM6rHBIPFeED+3t2NOwiKVGpgGDkd5p2j5Pt62eXvn7YyfG917\nTQLmaNXXOTF8q3fMo170vbPxQ4FYZ3b92uWf6pDbCXXkomGLSsii3rr6FOqOiUwabB0vgRt7yEqe\nMB1Ok+pCSwfCaFu9YSU3qn56bUojBVC3S+GKNdKlJM2PXxstIYsuPCJhRgU+ImVRpYsq1WjlYOyv\nDlP659P6i11F18C8/4wfP8hxT3dxHVGGaFkHLeWhRMK4H3WWZkMIOVYqpy2Gh9Lz+v21P0akyPOa\nERnL1lHaOlhCyFzlcjMFvWI/AfwDAxEjIeMEyiRS2XqPcSISJYCUjPza9Evyd7swn/VJHVG50rz8\nglHhYqP+BpIxLj/wd3xZaTalVvXUu+/72ytdVTK2kzTtP8bfD9dSpQNyBr/JE6ajH8KOtxgjBiKm\ntczpA8sDJD3qlaQSRNWs+0Vmvy7ZtVVfICLdIYvQUUOvK426r55+2utVXr9hWvK8bmUELIsWWiu3\nWlrG7LlaDYj8Tu5BdM2AKjP9HDVSpojIl95nb/sthsgs/VY1aQkho9z2gfZcP9f64Xq2wr9lpJW5\nqTLSG8flGcfJMPe/2bYTshoZe8a8RKqJ5z/QKIsZ01Yi5h4zLt550IVkJDhLayBuxGpkzLd1cOkl\npCw6dm20eMhUaLngB6bFlPuH4LcuLPXbjdaNDfaTEXEYsvg7gL9gjOcF8vEdnUJEYrrlC5fImZau\nddBaHvhNN7atjbxbJoHRoAD5rROxrNxmSnv03K7iRfXRSRkwzpjFOqki0wV2dmyNOtVOyLQjMTB9\nah2OgYTsB4Zh4f/ASM5IyHw+vrfT9hHTL86vyNocSVSSud3sGwL5N4xIdrQ4GYuGLHnHdhK6dz20\n1F++MfsPZF9AawnJmNt2mTaF/srDjdWP6qWlZJDQUf1Gj5h7UnUgavWa6TEnb35sPSwNucsCSx2R\nzFLPmpsxtMZkXgE117kFnwZcL/t6DfX+MMBZ61bWTSMzOK+dW60hixnpcuLF7+BtmarSkVrNtZIl\n12la4WSsRNT8WWr7redcA62ELJp/TB0okbx3jQmov5frHiVC5qG/bx/eMfWQuXdM+5B5KYrutsNc\n8yXm05icjyvV0JYM3qA+7L170XS/JAhra7ducaQknyA6s7zznIiYaRdAYFqwfNCOfxZCpkvUa8WL\nUa3CRTHBQ2XykXG0D9mfMf26rm5rMB2PKS1R+Nde8gW8FK2DFg8Py603WNwG5oIxEpL8aq1EDIX0\nCCV6q4q7Khy85tOC51qfjAHthCxrDFgjppM/jGTsbwD+DuBwslTu8IbXUydmKvysJ0cMUjYKiNPa\nS4n6KEtOaP1bennSKzsRUzLG9Rajl4xfYB3lseUu7ltWdTFSGegNUzLmU6uzAR8trTz6hCHXXAVw\npcbVBvdeH7HBPHRVCZVPH7IkLaKI10frnVg+tY9QFDNxKKTxWx+CNH5BVUKzrhXAtH/Li+zXFFd/\np0ifKek6SrNLXoprYOmgHoR/B/dNeP8y9e/qyKGet3odtpN+31IbkRGuo+wfbNvb1og81tLWwFJC\nVhr6PtLJo7GuB5PfHK5PqEbnerh7m4e2hLNc+oTQTsZIyPzukWZK2ZfVzEtpF1dq9Z7rp0xcnq2e\nsijjGW/MfQqhGhE7x+qYkTPvMVBSVD3tVuGKQHvIYib8ORSvnqe/g/xOi7JXMnrHdhPvmHa+dEIW\nBeYoRd7YMbWDqcgsvXWJNmgpWgctZcLJmL55jYQpXBFZQsB03xubFiKm1mda4TS3snsB5bq0HiFr\n7efoqpg+MWkKB/CYkzGaKZ4+ztriFVtsscPYZEY19GD7rFNPmE6wHudxaVxSVVa9lkSkTGuxE+x1\nPGQtqg/rONWDCNEIi0rGNHQRdp3R73PE4UNJieqtrvVbHSc02OMY3KulBM19PLpfUrNc5VoHS+6k\n9T2aAMLlgqepMuntGmtKVKZdf2FZZp9JJWY6kNWTrH2eLX+mVgN0dmwNLO1DVhsF2MMU1XvMIfCB\n4TvpvV070LaJtaIU0lr6XhFJ83aPiOpxtL32fHFA28TQLOtaxmv9yLSuaCuX6R9R2x1FwOjC4e6H\nhb3cdDCPbMj7iJBlMXLeVusTkwFcAlfSJ7/VT8EGZe9YRsJK8xxE276vhE2PATHxot+lhaC1BNG1\npq2BXw3nuHJ1sDWLJyNta0LfK9Zo2XjBWJlo2XBS9oJ5lfQu7Xp37nOGD63eWexvZrPKmr110Fom\nnJQx9MbTgXhCUe6XyuW5xxwlYqYGG230SuvWc66LVtuw2tA1fWqmmA/mccB3DLXhr6crcErlFwA/\n8YqfOIrKT6+G5oR/dZWqrC9TSsGn81n8HNGVI5lOQrbDnJwBaxGylvqrtvVaV/S9LTtZIjKXm0Z4\n9t7WA6JRNaO+XT6YvdZ8ekQ93JWkjOpVNK6xru+LkGkJz+RCa1usSqQ+gxoYdKToaFhwYCRiLPvc\nJwlzOejvy+fK9JvICF0zPl8bLTXL39u9Ya3HCSVjrI18/0PD71sQEa+oh2lUs/2eKlWyqQzWQIsJ\nUQ2kkXfMuxZpefN31rVD66A7OiIvmY62OIYrui9PCZrqlKrp6J3Ul8111gZcUmO/kj7Z+nj6KTig\nZMviardWBHZh12s/2TaCfWCqrtcIFpFVTj2m261K7RpoGcuMqoWqdCReSsB0vLeItgyj30wH7VZX\n8+6jMlEB0ChlbQIVnoOeps2q2+BaOqRnTfYS6nwZ0doaXqr+Dl8zpFbXVBefJS0qqwjSVHAC85Dc\nS4kXJ2Ro2F+PgDmWqCLAXJKpwUCV+qGWPGCqAGpejfa83WmSZc0Rt+JpndB5yEijxl/XBnKJmrSD\n/Nbzwmuhk/C34DfXQUvdZA3yc9Ujtsc8z3R2nGHInAf7df1ZIju5n6fEi79RNS9SJEjSKWN1W/0+\nLdv3RchcxVLUyqoumSLt/Zi0LVRPTOu7RK0T64ITiohkRdTcwfdZazKJ7Dmy83SpTYsSwfU8NcPq\nQOXZt9Fr6L6bsZxwHew8P5ZByxe3KQ88P9dAy72isQMUWVuwwSD9+Fume7/hLaamdUpPN9zrsXkf\n5KxXZ+Tl8ppUos7+xpT1l26lrkTIWpRHRuC7ChL5P7IwRg2wySxCzCI9lgm2Wr+UTIBH/cNa1oo1\nKyDRUpxUsfLh1CMrSJT2gKHC/TuGgKu/YxyiYLD9P58G81BrbFTlo6BQh6t7B9mm2Isqp4rIKNc1\nnljHvqqhJSCgjtbwUj7hs2w7pc0Ck3gs6nuRkbJszQZS6+075nXZ67fvv2Kac44sB84Vlf9y5u8u\ng0gKxJKhTD4jRT7qlOxNv9eHw0fJj+SyL7T6TwfomAcYt9bg66PlLiW1ngRs6uufrkcSzeY2VozH\n+xyDtOgJxlETNQyR8k7nc9P35Pkk4RvbVrkYychoWQetvmcNhYPsRxJd1xoN48SO530N0pge9Y0G\npvUjGm1RQ3Yha82FA6ZfW8/RXHZiEHmF1sB7/ZSwRc8moolaW3+nBzsW3Y9r1zk1P51Uu2bAbf3O\nnoYkLVLxa2nXRktbGQ2useRc9mwGfM7Zad2gsX4XHJsa8OftyhGPyKMYotoMzKWA12z/nfdG/ScY\n1KPVmk/h55YmVcoiu5ynaaCNk68aEeM2kCudvu8egeh3kLTSPr9Faf9aaBGawFyguBBsGXnxFVNC\n9ocsPycBHz4sMxDT4BYxkqnySsOzrx1VTpZOvU4NlyFkfzSco+VZ64YGIT3ZOW5T8vh7316ydkIW\nGVd8YWjPM6Y2e3+e/xhoJWAsq1O4MqDrcvmOZp7TxowK+3bSXKlV0kkZG8095tSEv9XGWRUif9P7\nImTROe4R4xvOyRjr1zfE0uKcMj2qDwe8n/Jo/0HASMyAaW9uzWOdFkH9k5E1WdfR9K7rqY4t0pbf\nU0kV0zOJHk0kvwnO/Rqc5+G2VDwjQhZ5Bnh/Vf8UtS/NZ2Vv0UdL9zZ5LbTqFqoKq8+hVC9YCpWk\ntr6nlwEfBky9bCz5XoY2wXY2nnOr2fbeod8pIpCEE13X6wGdwHlsUyJi5m2Lp029atT8WQN83ICo\n5gPTmlcyHTqNv8bELDcmZBo6pRnnxIxrVTRL3rFWguaEDGgblSkSGi2CJPoG+ps1BSbQLjSBdmtO\nlvaKgYiRlI1k7Mtp3oioS6heJSJiETGLKCNzmlAlJFIBS2RM33A9UdtCyJR8+TDKTtKiZZwWeIS+\n4dIRyzaYEqvM083Fz+WcVdnQxGt2fL4uopofv12pGchlUKbWRbZzKuzDV1dlURvZSMFU/7Gfr5bo\naBbA6Imvj1ZCxvPcj6FkjGr9GK74iGl/oqi5Pec9VSqNCskOb9jjOBm+ns/IO7NVjEJ7lHRpC6rl\nw+Xlumr+EkKmyrrCpXm27YRMt31qgq+Y1hMlaQjuoffaYu5R4DtEfXy9ldLtDeY+UQ9mXQstLaO/\ncxSN4eA7RiSsNHLfkkW9ZNF+RNBK+9G7RO0qsc4cjCNatRiGf7JcRwT0Sdaq11OHPyD2GGfb2b4b\nMt4nxqNSLVHpCUwlQlYa1FSiLdilwxZvTMg883RgCCVjTsAyxbJGvHTQXrf/Rc1K9qmj9IgWZPBj\ntf1rYQkh+yzeMPWO/R3AT2yw/RjIQ1VztfUBueh0uN0Mdh1XTEpKRVQpNxjtPCqaro8lI2K6Z2wJ\nKXOrIBq3o2O8HvuoRb1UnJxtg7RWRbY17b6w/KlrZGZUyLPrRr0UvE48A3idDWjkCq0vbHC9T0DW\n3Lnysa6Kf+6dGKbCRtnDFncftFa7lUfleKmxYYOR/mlb+QbgAQfssMM+nOyZd2NrqiMtakuopEuP\nZb171kNLyKJ7OhSRRM88V7BzfZsK4TeMJEwjfrQ/rtebzDNXMi86MhlwL/KutWV071hEehw6SBVw\nXolUc4qr3BH50oE7DratJEyf2X8P5F1borT/n713y5JcV5bELCMzq2rXfpzTp1u9WhPQd39rXBqO\nhqWPXj0CPdZtnbNrV1VGxksfDAsYje4gmBnByKsFq8UiCSIZJAE43NwdwFpo/S3XePxbaxmy79/L\n8RbD+3ufscXUU6Zp6hHzKI2yqSbvT1aj3rWtVe+8FoW+IyFjh8UC00kGWIDqGXNFU9cA2dj+Se7f\nQtS8CFsbdZZPFdrovt6A3/Lb10Cr0GxRyNXKE3lQdPJubt/xK4q6wsX8VGFwMefd1hwpA+Kv68qn\nwhss87xiihs1oABvIWQUghk5y8ibEzIE51FapEyoh5vEzOdt+2TpPk5UZ6DCguO5ax8L0dPlNm1v\ne3GnShNUTVJp+CLbRUlji4sGWLsyq2PIohj/qKvL3nadsmr5FSe3SiWjkMVhAg9OwKwTsLBt1Z6g\n5ZzfnG17rIYMqubhMn6W0ph1QSdy4T4yazpRcwPW+qSsVdqqkszSc6mu9XOsBG5wONfMiIR9RiFg\nVOrVI0ZvGYnaBuO6z7YUGTq8TTDgPuqhrnF8S7T8Dt/XJ0/L7qH9kkstzxf9lhIG2G/WVHbtEzMS\nBow9d9m7Zep9q+p/C7T+Dt9HiZl/DwZNR7o3iW5kyJvbnIxNQ3+1tQPTvjMiYZG5xEtfS1JL6xZh\ni3f2kGnhKZN2hTJSJFXRjLxeTrg8fNHzZaRM0yL3f+1vnBp4vuxvPM+tsISQzY2bmzt/RZnEo5Ax\nTkWqHjItFX+KVnGlf0sxsEGh+7QU16wq/pv7IN96HrKlY8gyz3FEzvy6Gg4yZNc0XY0qUdjx3NhQ\nrQ36jtE+SrtXuM48lrTuSNIMcNlSbxkPiJfo1GfS7eFyT4ZpRTbEzEMWjZXhfVpMKh+HPGdyYSd7\n9XcUb7BPusx6vNSw4MckEU8ofa222RN2Z0LmHTy/bCQlXCbqgidzq0StgyWETD0ofo39mdbfgUo/\nn8Pnh1q8w25U0u7NIQEjUWPaJ5SxZBv5G+07a/Z3bRMsFVd8W/vd6NoaaO0ZfUHzuWfNel+vjbVa\nmRGvaGoG/fbuJfONklrzRxNcLDn/KPDn8Xel/q7EzHVtfrss3J3huzVilhkED5Mx0NHTOylTQubX\n/G+i+dajL/Me3IiQtVjztaDUKxYpiKpIRuuQZSRrLs29aMC0Uftxds1XfPE8kDRgrExlv3FrtEx7\n/56ZJ1UYvYIzKm6wvZCxXzBeUV3Vcf2qtSdgY2j5ajpCKiJjWjpOxBS8tpaH7EuDLeaEA444YIct\nSjvJ1t1zVSyaSqUVmTjS39DJtZ2APSVpOukIELcX7ucMGx9Hwa8he8qldLJmP9bfouKttl3WhsF8\ndcIxJGLjBTnLxg5Vw8G0i3MFBRjXn3VlYBYwqOA3ymTDeL0xzqjITYnZJ7mj7muGvoiYUfnxNazG\nT3Y4e3pUPm4QmzfVXOk9pv7NfQlZS8gilcEnTCU3vwYp9JiMcSyzrh62xQEvl76M5EtJmIYnkoTp\njLJRrUFyHMlRbZ3+HnMbPXEtROfaaJl3LtMtWhGZCd7yeyy7OV2nRsb0Ouvg3DpaLKMs31po/eaa\nj/qIvrN6E1WSuIyqRVlkx3rufc/+IqMYTxMZMaNS51PrV/cScq32lq3pRvpkFNwV5alZ6FuuUXWo\nkS52p5F3LNrPzRo4t/lsR5B71OD3aVEV3osWoenEK9pnwkf3P8FO7xcMq6czqCfykKmyqE+RNQQ/\nj2iw/92cYuGNN/sqa+D3hjxaCjsczv+A4yi0qaWdtWKujpIU6lhQNb5EZCw6jtqiH9cW11yXlLX+\nSo0o1f5mXNfrXYJ/nSxMV7+YWhqHsDftrpx4aefIGTLjGP/ceHM/tBBdlZJHSVP17XDJRymmy9vT\nQ5YRsqV7V3z4ZDEhU9BL6jElStK0jjgxuy8ha5VNc8Ho7u3dXTxjSsi0zYy9ZUrK/F6f5Fo0Q6yW\nyNwxW7uSsqjnW9IffyRCBsSyYE42aLn6BB+RKcrvHf0uvXT8u4x0ZeXg76SzEkaqfjSz57hOrje5\nR0udIHVxcuU6s+fx7YiceGV7PR6vylnab97ra+n7V94EaVFr0lrCe7F0rrm6340IWUvIIn9+jkwt\nJV6PyfU5IjbH7KNuqZaHxMxnrSNqlTYidLdAC52ILDeZQIkE0FCls9XTdQ4yHy1YI0iwY4WKCj/X\n/C2/UyNj+hu3RsvU+d41F9vbCfuLOkHvmbcXbQfAsjerUYsnTGdEjabfr53rM0Vit5bG8zUMHNdF\nXgJe633557aOPApfdFI2zFvm48FcDiwJWXTlxrGumt/yK56HT+2q/e4SXqYeMpIxSjivo9FxlsYS\nebWn0u9J78wTjhhmXTzIX5N8eZwJW6oHM9dCFbPvczu0qiveLwPTXqMYGDY4jPqhX845+S34rcbe\nMiVlPoaMZOwz4n78rbKVKmT0LlnfG6mZa6Dld6Ke3Hv1yNSqhBWIV9ub+71aKCEjhyJiFrU710yi\ne/vmcjE6/0hlFf2Nti/14kbGUR7ze0RRFEq4/LtEe+Y7jORVyzpkESGLakJUU4rxbbp/L25EyLaN\n+ZRNR8RI07ZyrAQtI16ed46I1chcRhD3ln4M8nMiA6KmvFJxzEjctdHSEF2QMM43EiLl2vN5kT52\naCRkGsjzCeMwxdo6ZHzavZ07nIzV0qNuW8Hfe5LfZQnz2lrKyG8NeQ62sWs5oYyCGNIP2OOA41nV\nHk90HVFUYmm6kypX+eZmfHR/aWa0qBk3IsX24yB7svknjmp/SVNvWLTmmCNSvMt0KlqbtKOMwkqO\niIlYZqnX94jIyG3R8itRB6/THvOrjMmYz7BID1lGuDzkvUbcMkJGe+7rJe8pUBW0p3RS5hN31Cby\nWK+UiJaQRWDs51NMyRjwGpYW6z+/5CPcW8ZvzXuxB9uh9G7sPWDP4q3bpyHw61QbayNjWpT8NQlZ\ni7EXmMqBSC4Qtd6dafmI23Jf9XW4+q2mWyXAEWmMTMIHy6NyT8dIObmI0tYqqxZEJDnqpebSMmJK\n83FUh6NrY4Ofa/GR7hgZ2qMniohZNh0Mj6+FmxCyXxvyDHZcjnkBtBOZflYnahFxcy/akn3URdW6\nrSeUCUm0AbvwZV6SsjmB4kTz1mgRmjXBMT7e4DSyC0bH2QpUPq8eu1QiEn16TdFKG2rKhd5TiZeW\n4JrKSOvi0jp/F30lYzIWEbcTdtidhcx21KWM4QpBRiOIJTM71q63EC7fIiL3MTFHvlzVKIhkSf13\n9Le841Lros6wV7oqN8ToGBzOVHfEOIyxRsp83SF9249DyBy+Bg1JWZF0OnZMYwPUYxLVzdY0HxIQ\neWeGNnS0sEUt17du9yNlLeoK20Q2ikRD+faXUEUdx/zr+a9eMV4agH7+Yb63E37iBcfRkh789kxT\ngy2fpbYp6fK/oRkwWqsrUnLjvnm9qY1aCRkQK/t+7NCe2H39UY2MVHIn6Pp7vGdEyjxsUa9xZkwn\nY2osaZ20Ysk3fA+WEL+MKM+BeSJv4RxJi/K8XI43Z+O/ulNqNUDvEhEyJ2ZK370F1swHb8FNCNnn\nhjz6ksOcRKcLQTucw6vGKoOP7YqUr7cSsaiLUut9TXEkMVOwOlCIaoN2UqbVZ6wG3R6thMwtEqqI\n7fCMw2RZX05g7iTsUa75l9TANlUKibdU+prCULsW/ZaaDNZVG9s8ZKxhOpR7hzJBs3YRPuWKpqvQ\n4X0HnEbf5SDW99M5RfMP7Tiadr9FJfQ8+uV1FMwSQvbvL2yRUAkxrptuqjhN6mSLEqYeACVlD+d7\n5p0mLZgcQ/aM6ZT3kRU6szDr294eLb8U+Vrc2HHEA8aLdtDf72PIago5grRoTLNGoGgZkABwexj5\nx1rJmKu4LS1rHbQSskgtU3Wq1EtGb6iH7CvG34lyXwkaR8S+4HA2YVFx1HgP6gaRrIp0ECWSRK23\nUYKQ9dO7UZ+8HiFr7a2jfJ4WGWxUh3K9sPV3M58Jv+ljki8iY4Sr6xFR1jG30fnuIknWwVLNqtU0\nHqVTK5kbPzd3vXzPMgFVPVyR+6i0o16Kv+Q9VdZrXQM3Kb4UC0gAACAASURBVPNf5rOMBkXr/P7j\ngdKHM0nTPG4NiQReRsDU8xblqU0soGsoaTop5VbewqsEiZuTMcXSGYOugSUeMhcaL6Dg0Pj7Zwzl\nzw7OCZl2dDyO5s70Um5V3ebONa3WzbnInfubW2PJGLKIcLkCqYTN22G0dCUwXvgAdj2a+GBQfYbx\na7sLOYtUwoh8RWQsO/a2HV1fr3t7D9rqVabElHSnoG7aqtECnamKEm+XWjJ9Q5Lu5KwWda+t77Zo\n+d6RWq/q/eAd0z6BUi8aMZt99ZrB0bcXxJMG7OCGRDeusOxrXi83nbRs66AlZJEzLGa28lJ6m/PY\nZi0pLsPi30i/yauk0Sf6ih22k/YRjYrm8VHOIcf6vP6FtUXru7jBhF6x3chX+3E9ZDVkciD6TnP3\nqBmF1JulpGxjadqjupqe/R4NViozX2w/THpGjy3l7jpYImv9fVs0Bb3mkRJZBMVceulXPmEaW1Zv\n+VMPWUSfVRfyEqd+pbrSNXB3DxmPtYs+2fn4wwzLcQ5kDThid/5Q2tW4Bb3mGVM64MF0tJ/tJf0g\n6Xw6YCpYI6tKBj7HRyVkU1K2we5CvH7FNAY/WxJVS8ffNrqm8C9Zo7cRccrIVPT3ESmb+5tbojVk\nkUIi8kn4tcgo4uGKmWj1fFEgjYdG7nHC4fJve26zESWPaLu32zmiFsmBtUstx5w0mMtzS8Li7XKY\n2EOV/mz8GEMW1YOWecqihWCBacjWbbGUkCk4/HxoC1p/PRhbJ/ZYSr4i77D2L6rg+cLq4+7de5mI\nKniQcETY7kfIWtSV2vIdY5WLX0tXjaM/0wmrhyzqghzFc3bCK7bY4RXTYPxsU/1BJfVcz6WSVhXW\n4hnT/pfv93G9Lq2Y6+2zGumEKSJjer5B3UumsQoZKeO9NNTbjdvctpOy+rjeTJXbTkucpEbn2hf4\ntP8RAYuOhzqucxVQqrqXrDbFygZx7xRtWY8FXG8c2V09ZMB0fjBgSta4j5RDHQdTJiug1dJJWjYR\nCPfekZKAkZCxOD/Jk6vVboPphCau1meqfdQJ3xpLCdkgPEjGPmMgY24D/hqkRRM+R0OZvevhPvpq\nR9tHf5sdO6JGljW+2t/cCktCFjMiVrvu9j6dq6+1fUZ/p2Pa9pO0Ew7YnTcaVTIjypzXuyX/vx+0\nk7JI6ZzeS+t/i7dMFwke2qeHiyjpighZRMpU+UGwb3vre8BV4RPccOhkyIPg1ENWozh6TYmbpnN8\nkn77L6BiN6ZRDziKuuBELIpUiJ6w9sTroaUNR08KREo439mJC5fw1vqvnjE93qKUfAnij4iZG3y1\nnWq9p7LPc359km+FmtK0PuzSGY3X87os8ZDVSFZLWlQbs5rpZkf9fqpRODmeU88jEhJRAA3vLmRM\nlwHi/mP1WEs0irlNNY6ob5hqCtNrQz3XieM8JDfqGedKJ/PLRdTSHUfXwN08ZEB5uUy5A9os9Pkk\nBgNJ43pMB7yc/57djnZBkVXT046yz9Rxzq4ExI1brWKsMmoVXrOrayVkReEiGaOKwcWd9firXVdC\n9h5kXzyzJfqXjL6s3zNTFbP9WngLIauJTSzMA+R2sIy8Rd1dbQbI0zm8ccizTTzf0Tg0J15Z2sdC\nawuv+4ympZbNrjj3m9o+fJGRaUx/FJb4EyWioEbK3Gap4KD4ddBSBhFNHKtlSl918vTITJXRnYx8\nZeckxpxQhb/zgjGd2ABnI6XfQXOoZyxqSbVtPbT0IjSe8psC0+mhBm2BnjGdduVXjAlZRMZIvn5i\nTMTmiRmNudQjgLE3jF9U67/3YP4uqrAObS16JxpP15OCLbqFkmXvxWtGGj/2b6Q42rH3YJH/ZCP7\nbGHtqCf0NFfvOdazkLENthN9itLjY4UsRmRK3zM61l7er0d/o1r8XL4tGHKsskuPszfQEgGmpaS9\nlD9FFqp4LX3wbh4yYMwsvQuOSFl0LSNj9XSGPO4u6UWckj7s5TxzZjq8q9rL8RHRkPzp365p0W8R\nmqpQvY5i0knA2Il9raQpDa3tlxCgTBmYUyC0G1BkzxOdr03MWkMWayQLchzlgZ07EcvKKcurv9PW\nLqP0E/Yjz/cLxgaVGkFTu/9aXudlv5KpEY5rBvJpO5gLnFOacLzIgS3G1t4SJjWgNiBblaD7o5WQ\nRWSMHXUciqaGPZ8uQo2BGfl6sjRfzpnf/wUDNdCVHBlQN/z9UXpQ/XWlLdn8xFlaTQW+HVr6RB2t\nHE0LNWwMP3QTLEtpjoypp0zHW/Kc+Qb/x0DMjiM9Qp+XeoJfy760EpaxmrnBIZznU4nmOmjxG2QT\nojlB8+vRPloQOnse76XUI6N6G689WH7t3TTUFMjKZRpNsAXOZIxeWZ3lc92yaiVk7tnyfeTZyvJm\nhG2O4FFL2I3ChtW1Akz7y6xUYE+u16PxYxoZofe7Fu7qIauRsLnzaLzZEcX+pGNXaullSUcdlOsL\nPuo+qyR+vsdQVaJGrOdq9dO0NRQWD4HI8gzWnM8yRXA0i6J2BNFMisCUAEDSHRn5mSNbrZU6IyJ+\nPpe2Br405su6DWA+bDESNP6utXxI7ndEUSGPKGaJ0zndx7IdMG2vO0nfn4McjxfhTLHMX9vYL1PS\nrKM6Lq0TkddCVXpavHm+xQ85e8LY4rq7qOY+46mqqtlE0U7WnqFjZ6hUHDCeXZEywufzrIWjRIEg\nRDZX1vXx3l85XO6iKrxPUaTSMRo/llGd6AnnJM/Ue6DRJNx0ShA3lrlKHKXdB639VTSRDOutSsSC\n8VjX4htRuOqvbUTzPKD4vbiUxPBkBxxHczay7HeY9lraIllCkfc/qjPlOX2qo/XKbzefBRuMPYSR\nRzMjYLqPjEM68+griszKDEU6sx/vq79RW1tXWw97Ln8WerJfLufUk3y8/frj/Vraleu67927lhA5\nPaK0eCqNyBDMO+gIPpXKL+e/9elVlDrv7B7+G9cMVwTu7CE7NhxnXrRMAaRlXe0Wbpc9YFq0rwAe\ncMLLZbbEWgWkVetZzhnH73HjW0wpi08aEl1bQ3T+aMizx6DoHS5KntpgaWF1O6TbR5jO/RLCo2Xc\nMhT+2JDHnyd6vugasbaC0kLIMrLl33ATpG/k+lzAmA8519+HXPN8T5Km7VR/m0rOQa7v5W9UHuxw\nOpMyYDz4+r5q4xI4Ecv8KlsMltPhG5/wDX+e7/CEoR2/4BmHUQixhxSrdImmPiCVYAAeLY98ru3I\nwhttDJeLZGcU6hK1NCpp66ClpixTZNUz45suZq7QeutSah+k6fgTVfioWKq0GpRcTkDCFeJeUDxj\n/HVtQaoYaP1wErduS/tzPgteAPyFoU38QPlGrIMFqsLvMPgZtc5nqruaGVRW8vuRoNHUepJteykj\n96wQai5RL7+fx17ZI/Z4xeEiQ9liSczWQ4uSD+TGh7ljnW1yh1LeLHN6jnWvY7ecuHu7AcYEi/MG\n8Fz1QJoMdWznizzPd4zXany5zKaoxmvKZZ3Hex206IFAnTjV4nKAXGNSAuy/FaWxZg+L3h9RZBtL\nQ3upTPdTsKReMJWslJmsIUrd+XbXnGnxrh4yIJ4YM1KCs7TIEq9pLvr8Go8fZXvF7jyrmI6HUBL2\nGYWA7SzNm1ZGxmqEba3m+L0hzwE6o6K/HdUPYErK2FT3lraUhAFjD4qqNnPEq0bI+Fu6bzm+h7X4\nLYSsZnNyYraX+ziRYj5YnhPib6DfJiJvBxRFkCSbbTdqp1RPaHlWDKRM38Dp5seF1kcnY5QuX1E6\ngjFRPuAb/glgg2cc0kH80eZShson25QqBLpI++Zi4VcCFskub8HZvJ9ZObHTvT1aCVlbXp+MQT0Z\nT8glpR5Hv+ZprkLQA6CBNqW2kAyQEm9Rpv6gEVPL3Gmz90Rewuvhnw15XjEQN5IyJWTlibVWahA0\nv/An+QvVE9zEwPfnyEeSMfptgPG32p3HtfvzjOFzYVJaaqvcISZlT9idjadl9sdx2a+DVkKmiFpY\nS9orxoRMy/4Hxt4pnWZejRmH81fVsGuWD0kYJSW1n72k0dPJiY34+yRj5Xk0ikFJmcvej0nIatrZ\nnGyPCFYUDZFpV5rGNYuLbCN5opPAfch6d91rrXCpGnnJ+Jvcrom7esiA6cfhXou6ljfq+jXtEWNl\n/ijnKnSVkA006YQXvGA6HuITxtaQT5K2Re7x8tCVZ8vr19dQ919mc2hoIkmZfqvI6+QEICNktXIE\n4jFOkN97KzkD4gZag+dZ2wfDGnGUfQTt5p2a0Na+l2ssmyc7z7xgijlSBqg9q8A9YpBzHSmj78Ho\nfpov9HeOlztpJ+pPwl++PZYoqa66OzFj+2GnM/67Qbnztf807EW9beoZ0+AnfpUokE7Hx5SwxWgy\nD5VdmbW0RsIc69rz56ByQ40NA3z8SospCIi/QUvtiTxkGo6l93i8kAqqi+yp1M8yp1i4LLkPIWvx\nkL1irJArISvfhrKO6jhpDksoCrF3PcPBWvCMcTQHlUW2o+3kjtEkHk7mlZD5NvaYHfGKHU4jrwGV\nyvUwr1uMsUQ2Z4TMiVjm99Bw6+HrfEbxuZWZBdzUz421gCW6D67/ANcW0+dQ47YaxxiWfh9C1lJW\nrpG7Bpel1eBm26OlE1H65lK/aZqg0cGDgqM76l19zks1N2r44hbFj+oLRl/LfHiTMm+ZgCAqXu4z\nkhaRtayTyPL4eJVnFEsZY0wZtlO8ZWy8qiJR8XDipQtIZ8SMEcKZd4z726LF68I38XFjTHfLIqEE\n2G2BGSmL1DjPD8RqDuvRHDkD4udVvKdruBVaPWS01zkhczKmapsr+pD0uTnvVDnJhJ6SMiWVKoKd\nnDGN7/SAoQV+RlEmmWfIpzQzUhXXptDzcCIWkbGsiysTbYzbpRIvNw3pWLRoBIo/D5VLlWTjsEVa\nnj/JPmu9rcfroqVW1Dr1ac6ImDn1JbL3nwvUj5RMJRzj+2mIvpaee8P0SdToQXnB4/uQMaCdkKlS\nriqWPvUDDmfSspO/AorMIqIS8GNgLJP076kpFCu+h+9Gd/PWyKcixdIRMZ9RVNEhjUuJeDjXeri2\nL67WC7mHLCJiGTEbvGMaKTAYAA84jrRGrfVKwCJP5T75ze3EuK1GsnvESA1Y4iGLjufOM6Ll+bLr\nUfowOnOP0+WLe4hi5iHjXZWQ/USZIika/adB9+o5/3cxhqxVeeQ+IlytRO0Y5M8IWjQZgY49Y8EV\nMlaCA0oYY0ayIhUo836pJ82vrechayHOFBoc7fZZzjeyV7gCoMp39v0zshbVCR2JsZScAdMGGnlv\novToeC20tikNothImipVmQoA+VvI3895y9y+RUR/oyQv+tbHIJ/el22SZczjbWqe+dhwtSvyjqk6\nwDanywPrSFRKIZdIPlo18pJ5J+a298EefDpP461WZi5K/IJYSus+S/Ovsg5aCdlDUy4/jmiu18us\n14skIs+dbPgQ9PF3ZRtmaXEcGZ/K5S9BUqZvo3LF898eLSGLVIbVxk2VSsebbsDlcPgt2M5oUiW8\n7CPfrZe+G7aUDA86BVOAqVIa1Ru+2wFjacH3ehyl7bDHsM5jKfd1fc4tk3rUak92LUqPCJmPJcvG\nve4u8lK/zxAez3m4+d19cQiVoHrMNjqebIlynXJa9y6TPyYhuwa8p+e5axk1EgewDQ9rDxdarPss\naNYlqgfhT2vIVLrqbIvXlIF3I2TuwQLq9tNa/vcq+UcUBcanulVb1BYnHNIFH9V5GhEsz1vzjtEu\nfVv82pBng6lCx2OdtDma2MNJmaYBuYcTmJajV3oPV+SzOvmq5YPt1Xvj3yBLXwuf5rNc6rGT4I2l\nRWqAIlIbW0mZP0/2LfXvgLEnju/BY39OXmcdYd07XlLW68oiLBXQ7M6pXvmcrp6XZOwzyrdQvzrb\np6d/CtIig4aSMPWEfwYt7pSKJGKUZxzr0vI1PgZZbm3DJMGef2y3j76mL71NeCuozTbmGycp4ELQ\nOmmFS9LhGY6inB9QgpQoV6LS4NNGoc66rScHWzxk6gPUQCP3N2+ww2FUKrxKo5b2DVr2j5Lm8wEy\nj17j2C0NAd6FRiPvjVTZh9xBpYW21HHaK3aXv9DwrnWwNGQxMlL4cXZOWeRkzCfUiMJ8D5ev6cau\nUt+dmHnZPFnacfRbDFOk/qTjeX0G3Y9NyFpM1DXTdWbuJrJYHQelztCGdQIb6u7ZX0e6ZkTTVYrQ\ny8zfcGIG1P23S3A3QgbkSjiQr30UKezZ9Yx8IcirxIv7TygWLaVcO5ywxxbbixKiKlBGxmresOj6\n7bu5Fg8ZZ+KibUiVPrUVeYiHky82mqXrYyHI64RKyYB6xTTvBlMvKCRvlF8Rna9JyJZ4yFgme8RE\nDME5MReeuJSU6e9FojjK712ujmtT75jaLAcvGclYpOxkv3Y/uA3cSZmralTF1PN1xLQTj2y30YDx\nyEPmhExVve0l/wHHi0Fpa3euqfatX+RjYf6Jav76bKQt9zq9xDHY6zGnl1APGQlZNoZseK5hqYgS\nlkPFk09Qm4hLn15ljL7FOmjxkPEJ2aPvbRsT1d1ZmvDr0s+rE1b5mOmjXAPGpa9ruqnc5ZRfz5f8\nEXmG/NUTCjVQQlaf0EP92Yzp0XDJ9dAyqUdEvGppUSgvyzsaO+YTakwnOPcJNagjHDGNQjididnx\n8n5qjlZtaA9OncPZFOfG+dLQ7aRsHbQQso3tW0zcqFx31Iia51PZuscBpwtRqkUyaGujNHjA2APm\nx9H5QTZgXCvfiw9DyCLlOyJTcwQNeJvXjexaLVlU78ahBqW5DYRtd26k7h3T4yicMSNnOvHpbdFS\nTk7IniTtSc4jqMLP7geYlnFLyCnvQWREivlaCNrm/LueR6EqVAtRuxWWEDInYtFWG09Qu5aRrhY1\n3NXRKE8EdpBqzXfyPvaS1SysHwNuXHBS5t2T5tNQFxKyaHFfnaTIbbq61+3BriuZU8PUy6WrooKj\nhCyj3Cop3LfAr7IuIWutf6qAx3/jqeoZU+rLvCxh7dmcOERkwsenRGRsar7ijGTsy/guNQOM1wsn\nZtzWK7EWD5mT2IjgEk84Yo8tTpf3oELOOq/7DaZTkmuJar+o7csHKxQ/ivaKCn5l/7WYeMXpg7ZC\nIs5yXw9LPGSujTEt23uaesjYLjLP2HjqedXOSh9S6jWfjBEcT2C/c8LxMicj1XptHbsL6aJX7FmO\nXRvUUHONXlgHrYTMt0zTyuS/HmfG0jkNQ1vcUPd32E1+1aMZ1PyhEhUYe79ebR8RsaPd78NPe/+e\nRWyz9BaChiStZUzaEeMwRRIy9ZLpOgT0lnGK6j0O2OMgXjMnWrX1yCKCdvvm2DIbJpuYK32u+HlT\nO8ixhsg5IX6Lx4xECqjbaeYIWo2Y8f0g9zsGf7eW0GwNWVz6fNHfzC3LG40ZmxOniux6LV3VVwpG\nqiKcwewRJGSZorMOWn/ZvzsJVtRVOWEbSNG4/HSGyhoZ9/ar2zAL3Ng+7x7ywdpPLxmfisqOmy6i\nFrlBsU8+yt/A/ub2WPpL9bFk+iVVcuoXj9TiSFVQdcDTdeIKn9SDPpHxc7GNsMRqY4oyIjbXL98e\nLYQMqGsUBN9saHX0e2zPKpbGvXCAggfkPti5ljj/lr2+GjSLrKqNQvG6BOTES9VJ9bO/YncOydNJ\nXNZBK/2LymnpsXrIOGbMydjYgMF1VXWMPMvXqZXqIJRWOlP3AScMa2IdLv0S7+3ki8QrWxdSPWTz\n41avhVby7D2Gn5OyKpb29kA8xZfnH7ePHQ6XFq3eYG35OpmfErJI6h5s/2p/5xF318KHI2RLSdoS\nu0q0V7ejesM05EuPnTErKStEbYdX7HC8BD/UprePvGPMd1u0hCwC+ayFj8E1Qqfp1qbVMr6vlkfv\nVyNcnk+PfVwZ7fpPGIuUiHDA0tZSHZd4yHS2ISJ6Vr6znrNc54jVvnLdCZvnizoaVw71bzS0SkkL\niZmqJONSux8pa4WSLXbw0XXuaSCipVWpTGaQ8PaZXdNuVkN4nlDGj+no2ZeL8YkesqjGReYBPacK\ncx+0tN+o7WyqOVroMKFKpZIyH8nAYw08jKa9V9WDzzLMSHY4jyNTVdkV9Ee5zidlH+hrenpfenu0\nErIW1OvcDodzP364yBwuC8z5A91g52Ts0+VewzlDRcfjyBzuiyTp4p0K2SoSQaNzVGsZFopWL9l6\naA1ZzHr5FjMt02gMat22IzLGL0zCqkSMv+DDMPTXD5aHNN9jo9SglWl/SrXXM0u1eMjc3Eet2OMp\nmAaUL+kaWw2ROTKCto8jjjheQhcJLSceswWxPwNKhJwTsaOlRzEI6jG7Bm6i9bco+q1kbAlhgx07\nWdNrnl+7Qio9LAiKOS+YLcakTO2Zw1DiA15xwG7kHXNClhG22yspLZN6AOPmpGOvmBYp+gQ9Tzxu\nIda1cqb65k3cCZemZSSNBIxKvV53caNiJXvvW6KVkJGM6cDWlmclOVOSViNlNS9a9P2JKOwrOvY0\nXe7Wx3U8yDae/wh2lzVLbB6udjncFq5quc7CWCMLdSIxbQ9qbIls8TrGbZiFjGTsBdMal22uynqN\niZ70fmhXJ+be2eugqnxOxqLJl0mnornAamPI8tCe2rtuUeoC6xllovaja5XUM77P5tEvGk+oMjf3\nrtLQVxzxghe84oTTRaqwryf5Otgd1NvB70glUNfxjHs4vZOr59QunHzVx5Vxoeh1CVmr16Wm2bXE\n0Cghc2IWEbXXy0QaLA+NSXqyX4nIF4+jOVF1XHM0261qf2p+9xlx1yRkm4YlCob345NpcK6bdVWD\niqQDzzMzDq/PmYS1tIbWxABSnbdAPZvU5SlFaTDRMWFHlJG6XGvMyZmT8Gvibh6yVrLljDRT1JEc\nz10HxsOqI69YtLFwtfAOKEOseW0gdie8jiYBcfIVhTPevjm2lNOcQudpbILeYWeiNBK5tTzAOFwR\niMmW7yOSwPtrI2ATV8WjRsbWEpotZUWlSUkZkD+jkzDu1cYViUUVcF72wFhJ4bk+R+v+Qc5dJhxs\nYwjWkDeSDuthya9mhIwqIa+pXdxl0dJniK7pc+hUAuqVo+SixX8wQO0whAh5q4hGtfFY3wyI56pb\np2W1/Io+jZvJjqNcwLjWRmTM38/JmI74qU3GvLW82jNp3dffK6E9EWVjqakM0b4wk41rtbLfG/JQ\nSRq+xrBw+jDFPGu1mxKV8Lj1n0aGh3PfPfQ8JFQeGK2GDLaVDYa28lN+qYwQj4iYl4Q+X/uEHnp+\nxCtecVrZD73EQzZHwOY0Qi51rgQsImmv+HweN6akSEMWSahYKh4to8QLmEZmaciikq8n26sXVaeE\n09DWtXSLFsP88OUP54mzlOq4FKBkUF8jNYulBrcaKYt7zmEam9Nozl/VVzhxzyPGE7hQj/djrXE+\nfuza3jFM3uZKeA8h8+b2VLlWI2R+XrsGubd7wVg4GTHzv/mC0lVq1/l8udYazniTohmhNWRRMdf5\nRh10JHaBeY9ZNjkLMCVbrg61koAMGr6QYT21sW0MGb0oQC76ou/pbU1tXMD0O7iNf2N/p9eiCVWi\n45rnVdu92oM1ZHbcmdZa/sdCjYypMqwq+97SgKnC4OU7l0fVdv2+Ssoox7gMLY+3F2nHN2HnS/+4\nd8hq3QTWa0VTLPnlednhtTsjZYpI8qkvdKpUToee++gHr/Ollh1xPPt7xlcfZf+KQl/UE+R0b+2W\n9UdDHvbVGuGywWAULYvHA2Oy8yk41jo7/M0WLxcZy5ld1TiohIy9+gbjHp3fsnjzsy+p3gglijnx\nGlM+1qPhnXbnML31ZlpsJWRqDm8hXz6C54ixocKX+C1r0ekEGx6yyEk9SDX0CYlDku75dSKYz3Ie\n1TInaZpvLanYogdSDgzrsx2wG8krIurdHUvfKtPCXLbqsw4zL7L3oV7g+1c5PyIOSz3OXCeuJQs/\nFCFzy1tEzqIm6veNfmsuzX/flZ6MnNFCz7z0del0mWrPpLV5H4Yzuui+LVpDS3U/N2Yv+zuv5F5+\nUUPIyFlGvvTaXNgc07PgNiUYUT1b147f7iEDioVbUSPJ7gmMyJeKRX9nD5vjb2UzYWpaNDeT5yHp\nZjgxSRktXhq2uBm93ceG1rOnJM3lYHYcbZi5rltEIajuqZKpVsbPYPs5nEMX+fSUXzzW1R6BcY3j\nU3oNW6dltfzK/NPo1WzE7QbTmk7wW+gEHuw1lIz9lDTvoZSMZVSbpGx/tnTnT6peMe0X/RfWbGl/\nb8hDGsL+9qdc206kvRpAfdMeAKBK9orthahmtJft5ROKfONdvXYcw7u4eSQjZDSdqP9cB1iUsMYj\nXrEbqZC3RkvIYo2A6bH6LFzqaXtxTzLPd5OJNBguqKGEaiKKntSReUZUbjoR05LTMWNR3o+kW1Bv\nJcHZ4HQ2xAFlVCXrLDWCqG5fC5GkKtcGGXfEJiBmNKiwbbp+qSYtN5nU8l4DH4aQRWQsUkgiUhbd\nu+X3o+fxbo57J15ZGif4UO/YF4y71zFJG4T8bhLOePvmeI3ZMD3G2vMDORHLCFeUHoWHANMYfmB+\nzJKqfk7yXJxkZIz7tYRmq4csImOKVoVc70miF430OWI8nszVmOi+G+SzXW6C668odYByQYN3dFrq\n8YQht+wQciwR0F6XVM4tIVZzpK12XX/flUr91lQsfQrgQRbS66+E7JOcZ2+/Vgt6O7K2MZ/LxzCp\nKQiYBsawhrP30Mk7fFbFSFnV0vVnU3Vz8Lps8QpK74dgYx3YyV4n1VmTjAHA3xry7FHCA5WM8UsV\nAqS1nX4Tbrraod5hjx1esT2HvTkpUwqlyvVPeaZn2R6RfT9vjU7IqB7zjntJjyTksB1W9I8tC1mM\npJSav+ckWTbmcgfOphjNdEiCrATqGmGdmd9y6baWZGyZbZs60wPGJVtIGbUm7ckyb/1SZF4yNxfx\n/tRKThdihvOERnyHZznOnAu1sFRY2rXmxLwJIWv1fYR4LQAAIABJREFUvNSUhKfkOCJl18CcIuN7\nV0goQtxCp/NieTrtnD/B8Wcaznj75tgashi9sxMut4c4oVI1ISJcNRLmg2fpMYHstTm4vdrTH5AL\nXjZSipcDpsqx3usjWbGcDNXy1TagKOqYuSevRWSN5xnRyizzUTrrkG7PGIdXlQ5V5/hseYv7wOuQ\ndwgtx9F3mUvbYNwetSvl93d1Tj1ie5QvzHYKAN+xPaeo2q7H+uZ8Ih5H48huj9v8ihIwtYFHUsNp\ntYcr0jOmpEwJmd8DdhyZR3j9AVu8jAgYy149oexvqe77KLW1SFlLyKLSEZVN/LqDLd/JDgnZV9l7\nayuemMNZDVUjIr302l448Y7HvTD0axjHEpkavTVyrxN56HHLuLJPl/E162CJh0w1KCdhkQbm+XxG\n0uIVU9kVzXSoY7kyqZPJiCyd5esesIiobSppa/VYLXogvUu68fkKKdN6q5ob7PpbUCNlqhnu5Zhs\nYdAqNcyS4YrRrzhy+Xb9hQnu6iHLCJCTMf/EflxDa/F7t7j0WCOhI3uNesvcU6aBBwN5G9Y0uzWW\nEmeKR/UMsgK5V0m/xz5I9w59acxubYnZQ3Dsf/OMMUgWVJXSZ4iwpn1/ScgiMH0urd+RldvtW67G\nEe5d3ATpvKZ/r2QsIl2e5udsV1nox4vlP1ZL7uMgUpeX/I2qI7p5Gidp0C1KczVQv7OGjarc++V8\nPkQC7DB4IXzVJn1yJwbAeopi/ERzeer5opbjaVm4IjCWeqQN3nOop+xV/s7vM/cG3jKHCA2G8jyh\njK3gwHc3iNbG9t4SLSGLWqe17ziAFEGJKkmOesd+QyFkKh3LdF3DZPinSb/EEibF8zFkGnxID9nU\n/q7PxrsxoI09bm3TgEkNYRz+djfqJW6JVg9ZFmvkxz5gxM1OhZQ9nycwiUhXdsyvB+R939yy9jx2\nuh/J1Fqa9n1roGVSjx1iQzZbyG5kGFDNsEU6tL5pbTxZxAwyo9UBR5wwDRdWLJVq15GCNyFkrZ83\nqvgsTj1Wh6STNhdj73m2yAMXeermyJkqoNods7Pj+aOlP6FMNeyE4RZoCYNTuwOh35Dv+4Txuz/a\neaa8q4UxUuo3do8IrfVNB2BH3j4ngN6ss20NtPxOyzO+5XzJMzgy9dPTM0LHcs8sV3kZRBPzr9PF\nLVF5NrY/BmmRnPT8r6i/nZfjHIWglVdlF0MW2TZ01JIaDMqg72zYs/uzN5JOaXOTrmmClrJyo5LK\ni8E27NI+MytEX10RESwlajrG7K3w2vQw28a9fuibqiJ7a7S8NcMI+R4qNwoB0lLUb6qT0zgxmBoM\ndIZlNcS+YDw1CGn0FlOqnQeqeR2Z622c+APTe62p5v+cz1IlWHPnnvaKzTmUVMNCfRZDDyfVPes2\n8PaZgYFxSJxKgSw9k+lr6Rat7Zc6UxThMqDFfB31yZnUcYmrXygz7WfntTTYMd9S3wtJXp5fp13d\nRJa2CM7ap8oQVf7o/C1p2gj2dqyk5Bic6zFQwtwcmQ04Sl/DXryEOOv77DG1lOxRQjY8XdOiZgXk\nY8j82rX8hup2r3VTGTnbV/7mFmgJAKl5Z7Mt6+Ki962NBSRqYm6DUn6RR46LcjsJpzd5a+9IFYod\nBUODj5PAyNqqaddHS1llKlOU5uLe097acfs9faNXLNszhFE3gCTldB4XyxpB84/SGQTXufzuOupI\nix1f/VS+H0907l6K6Ks+JMeQY1UHHy29lczVoJL2NHo6ht6x/HVNLRJyHem8znzAA/5HQx7KCU5/\n8oIyTKD0HTpWT1sRJcrLOc9PAH8B+I4SLkoaVsjY7nz1Qe5CYrYH8M/z9v+e9/86bzs8o4RJRtM5\naE8YzfUcSeJrTzPwVrQQMu1tamSrTtKUiCn50nqrJE2JmOcB5mVybUbgiKhkYfrR1+D+eir+PFpq\nS1Szpvp6ZgTNNHYlY0rA/O5Zmtd7oG3duuiavtVTkAb5DZ+L83q4iSxtLeBMqVNE/NkVieh4yTV9\nJidjrSQt4/mtovHBjm8fsNhW+Hx+9YS15Ff4GLO5Jse/AeqzOfpv+TerTUs6R8J83bOIiK1pxboV\nIctIWiTuoqkD/Joj+u4+KNYJGDs9dnh8L47P1C5ZyVhR8+e6vtuiRckH5jvy6Lvo39bk5tzvRsfR\nc/hMi1TKa7Jb/357KRl2507M1E+v5+tMQLCEkNF/wvo21OPIwxEZA5xUATnZatkUrfQ8kp7H0YQ4\nTsR04xTe0ZzAa6CVkPmSMyyz0h9QkgBjKUbfFmu4LihcCNmz/CXpm5//OG87DCTsG4A/MRCxbwBe\n8IgSHslwSX5NrSPa6zhByfy2/DvHmoapHw15lGBp2GKNlA3pG5zCWQojkpVNQ69/+xmx/FXylclm\nzbvUs8avwH10/dZo6UOUjPnY4SHdDUn69ZgGSYt6oUwbzK7NEa/MhOz5EBxHe3/ObOT823E3DxmQ\nc1bv5Odet4WgzR3zN51kLTmukYU5Pu3PtIY60lqN2Lw0LFErzknOI08ZlcfIvpB9s7mmSPjYslaC\n92D7CF4ftVvU/Rpo7d4ictXiGavZXLP0msjLRBjTWE84Vi/q4EjkVRl27xg3nWRiereaZ+H6aPWQ\nzanbc7RyydtExGvuWbS9u1eMPqFpxzzucodZuQ5S/hERc7K29O3ejiWErARHlXo3HfXh55kffq60\no9KI7uNkjNLWkUnU46WcdPa/bGSSzla3NiH7t4Y8rI+7YD+ug3s79jcGYsl5uHxt3peyivKXtO6v\n851Jxr5jIGSFjP2GYQSme8io2CohAWJJrUGatZ5ybbT0WNnYMX3HssorSRjrakS4avu50XdKI6JW\nu0ny+DVg3EIj+PVM9f8ooN4UkbGxITyTczzm4BSluie5Tnjdjc7n2MPe8s5pK3PHmWy9nvvkrh4y\n7p3MZKgpFXoeEa65ND7LnIdsjpQB43dpdWz6811//pb6b9agZCsjZlFooh6r2oAkHxFVbyddWf1h\ns4uItguP2vMwb0TG9G/XEpytc1ZlRMxD/ebI2Zz4mgri/JmAsSjTuuBrhADjb6uEjCGL6jFzD9lu\n9Jc1OnM7tCj5Lep37W8jeFtqlZd+7s/BAA5V1OlDiOQblRX9Dvm4MidiTF9HzX9LyKLWwVy1ywjU\nXForQQOmSsImSHNMJadPA63lrkTMPRBrE7J/NuRhDYtUsMMol5KASAXntUIaNufJIh7kLq8oBgqq\nmUoCXjFQk28YCNkw999XFO/YryhT7UdLAit5pBlKyUvmAXCsreIv8ZA5GdPRqYeQXHkd1QlTMiJW\n+xsnZb61kDSvPf6mredr0+jW39OwdP5daVORTMumPrnG4gJz2gn7kJr24n+PmXOVrf7VrkPK7u4h\n831NnGRKPTBuIG/Z6+euka6569H7tUAJGNf8uTVaRLS+d0S+Wo6zcn2L4PHm0kIaXED6kM2ImFMB\n1XvRGqpd5EckZBH5ytL8mN1hbbisCuI5e1OmGuo1JWeE2s+KbXrsHaO6pCpK8c9mXeft0eoh86eM\nBnk7Oaup2i2ISFj2m9rujyirM2nQIREZOlSZKePKNFQsmlaI6euoJS2EjIYAGgVoIDiOJjp3tS+q\nhy0bgrRo3FmEFhLGfVFKNGSRXjK+hYYv6tixJ3zMkMUM4/6e/vS6EqUGIh83BIz7Hk7G5X/H8WXD\n4gJfZfsFAxljyOIvmEoAlpMSMvUozW3RG601m2krIXMyNrxjjXSxdTlR2yAnWXqfR7umJE+3aJx5\ntkUlp2/ox7U8wFrSb0CrYZXPFBGzgoiY8TyTXXNafZTWQrCU8Ne2FnJWa1fXw908ZJpvrjKq4haR\nshrZaiFkynlbSFftur/bHCJPmC5Wd0u0jiGLFLSMfPn4IKbVVOFWbyCd3S1jmbRMImKmQjeDN9GI\ndH9kQrZkH9kmeU8XURommompjJRpO4kIm39PkjAnk1RL1Es23CejNeuh1UPGdqOkR+3jUVvT+qu4\nRjcRKRnattze6DPBqgLjC4iW+5+wvUz24Tii1KxWs9770NKuNFxWJ4+pe8aWjgnLiJffi1KQ8Fbk\nLUrzcV9UK6WPrgQrKdO3jEjZOmhZGhoY19pBMhzPdUu/Zjb1D9N4B94RWD751DBCT6fV/2rnOn5M\nPWQbuRPbgs4IubdzPsmaqnwNrT3WNCQx83RFXrLI0+V1WcmVt1L3jPHvHy1fRr6ic75ZC1X2Y6cJ\na6BF19R2EBMz/wIRMasdL72efVlqBWyN3mvNEbQWz1u0XUfHuKuHjMgqqMLJWHTO/Rwhy6qMhihy\nn4UtZqSsFT600bveNcRqaxXKCFikKCoiFcF/s3YeXfNmtQ/S3JPFMmK6dsAZtHn679ae/1ZondQj\n8nq1HpeucUBExIB8HaKImCFIm1MdFRtMZ7ejGqL7oiTXlNx1SmuJh0xljZIy5gHGbU3za72s/U6U\nFnWXtY1jyFpBpSYjaLvLemUaGPzJ7nB7LAlZ1Mk9hrrGKS6Urrj93TfFHPGKVEEGx7mNWlXBDFP1\njyF4/DVVRH0smRMxpRHr4B8NeSildduiSLZCQnXMnO75PmqgUtqjM7uSoI+Xp3cKq1/qi+y5ZHFE\nyPguugCyT3rhpkk3k0Utdp121eYhG555bvwX5U/mLXNS5CTMrzs5cyIW3Ss7jtL4ZjU9BZj2m1rK\nH4laE26gKM/HpeXnyFU06g5vTKsRsohk8Ys+zeRVUue/kzGb6+kVd/WQLc2bKe8tZGzumhOriHih\nco3HS6ENWM/XsI60VCO+V+Yhi8iZl4s23qjM/Hmi8BDNFy1WqiRsI2mQfM8YkzK/LyQ/073LozoU\nPdctsXTOqsj7FaX59PFM5/2AqUfM91Ea/66G1jpOD4USMPWSMQBp3DFo97guWj1k/HZq1FCBrHXc\n7XzXerM5Yqa/q1MNHDBVxJ1eOKYETSf7IPyr3BZLCZkuvTCeYFvVxYiE6T4jYa0bvWT6lVt7Uq1F\n07JWEqYTfPg04ffxkLUQMhIwSgmaR+iVPVzejROUPGMIGNQ0oJS3z9pI9a6sQ+cLAehS0Lr0MNMf\nK+kut/YoMTNKCyOFEnYMO95gLb/Lc8O0ZGpiiGY+rIUoZn7pmncr83ZFfzO3r10DSkm5bhkZ/YFp\niS418L8HLb/jZGw6wyIxp43reaal1zR3llbkyfKe0tuHD8Z4QtyeVLM/yLn2yIoPTsiuEWxSU5ij\nvEuLNeoq57xhEQHTtFaod2yLeG6xNRpjS+Gr8pd5yKI9yY8SOf/ec9PERmlq41BioSSMZQL7+z3G\nUfT+28DULsI0vj/vG80LdEu0BoA4AZsjZJkV2GelzEhXKxmLwiKiOh6lKWmkgqTHtGeNA6wyhff2\nWErI5iiIkzFXwa6BSO1Xjx1/ayvPqbLLJ/Fw2kFZ55jOwBiNULsdls6yeABV+2j8mKuJ3FTi10gY\nkvQs71wweKaYlzT3ZNJjxvJ3UpZt66CFkJGEcSOKpXyDQqGiIMKv59wvwZ14lzJro4ckemiiTsCu\nFGSu7vDX+IuRdI+UTpfE98HXhjxLZktkHcyIW9RCsvW/susRwWpN02uRYVThZIxpWso0OK6Blt9R\nPSCeYdG9X0iOl25ZKXqdj8iYm+2VgJHQucYfaf/uAlBNEJiW5ttxdw8Z4d1KzQrs6bUuqzXdebET\nroyAed45lS+qquodU1F8a7Sqp1r9VFHDgj0wJWBZedTO50iHlgVRC1WMvoEKzA2KB0bLi99krQCQ\naxEy78qdjKkNSe+LBWkq4LPBv7W/9+PxpNPTbXgfV/+jVr8OWkMW59bzYr73krDWL6FtzcmYevE0\nr8subi1Ep8zGGM3AeA2z3jxaCdkW4zWtxiphZnv3QMC5kphTTLzHaoEr6WMl359MlWD1lEW0YX1C\n9veGPJzXkGWiCtpmVCKkTb8A+B3j6TaAshy0e4ZZZ8besS8YJun4FWU6+18xHRfmdWROZqlCmUly\nVeche21PvN8a04WVb1jDHMnScw+f9Q2YJ2AteZxcZUSslk9JVaTXqv7ENEo/L9mPBB0zNiZjkVZb\nC2FsaQs6EjDKGxGyI4oGo+QrOz6ieJ9Vu+Qb+j5yPfj7vQ9385B5EXlHP5dfj6OGVxNzWbeoiniN\njPleSdncO+vzeXHqM62hjrRUIz6LVsOsamZEbSP7lrKoXVdh51aobJ14R1TXIsHpeTn7ZSRmbo23\nErJaN+5pGmntnUELcQJiMraUvLt3Tsfu+DgeksjcO+G16vZY4iGrzSfoMuK9xEzv29L2nIw5Pkne\nVzmOlkJ+TK4V+AyMN+maJmhpV8NywONZFsdhaZmXIyNrrdtcaCMwNhW11Aq1Dp8uv+JKb6tn7GN6\nyFgzgchPoQGDXzCQsd8A/IGyOhgkzwbFSPUKrZlUGkntfpe7/IGBkJGa1DSYLM2JtPZ6roz6vLgR\nNjPXr4cWDxnr3FvWDIukPTBuOfyNSLYhOI5IVka+auksKcpFBUso6o14TadqWQOtUkNp/nQdWf+a\nsONaL6P7aEqWKB8wbgdKuPRLkuZGmqtqp1x8RzVw7YH5pvr319cE7+Yh46dQbJJ0z+P7a2zAMhLm\n+8y6HR1n17QLXkMdafkNtSmoTSAjYVla1ATfWk7sFHXWPW1GwPj7qiDJxELt/YkNCllwL9yt0TKG\nDMgJl56PPUvTPDXCFdXzWniiqxTR8dxkIUrCdAzP1DsWWdnmSvj6aFHya17mSMZpfcv+7r2I2lsm\nI/SZtO21kFHF2FutMzCuE7CzdAwZQxbrKmLmrXVEeZaMLyOctmcYt2z/FQ/fihaJjsjYl8ovXhct\nhEyDC6kas8cYapsSAa4I9odsf8dYaVYjoFK94YhfQe/0d9krXZ0za2VpKqV9pkUnZ3Mmm3Vk4a8N\neVjn5rxjLd6zSGb6fu4a632N+H1qyOc6rFNnLwFKO+2fX7EWdW6bZTHql6czLEL2cyGMkUbY4o/U\nXikiZLp3zVUJmJIqpisNVm0Sch9g3PP5+70Pd/WQtZKyrFFdc+M930PKWlS/6H39ndgob40l1Sjz\nkEVVPyJmvEfUDGtpfs6mpBYo7v2dXIiosMyEXZkgYgr+LRczXif4Y0CrhywTTbQXHYK0U5DXMVcf\na2PEIjVB7fSez9N1hsWD7MczK0bWNA+QXQctSv4e8Wgpl3usq9H3U7yn867JxbkOYoOcfkRTivM4\nUqR4vJUROrfGkpBFqvbj2RV9lsUNpuMY57a3TvIBFOuu9pzRt2NamaLHx4tF6k9LuOLH8pD9wFgS\ncgRYkQcsIR3t9RsG+sRNdRCSsZ8Y19nylXSxZxKxf5z3XzBtwSpps2m2IXncnOZ5Pe3+WDKGbIk3\nLCNKqOxb07T+Ry27dasRMvetELpcD2n3WmPIWmqMz/xYahon0gJiac69DxSJ+uyIiGVpwFiLcfKV\n7TkhiJpc3LRIb5ljL9ejd3w/bkLIWgo4Il1uIYZd9+KeUySWXAPaSJe+X81S7e/gKqH/NjAu5jXE\naks10vd+qhxHFhTvHtzOkR3XrtPmqd/PJxPwb6drKC1pRm6v3NjxWktsAssImZMxFaZzNiWfUPu9\niFSRSAWBpfN5SRY1ZFEn8sgX541a2PUEZw2tHjKFP20kt+ZUriXqmN83Slfl4anyt5QRY2X1fTh+\nMA8Z69zgHaMa6f6jWs8DO3/vTIsuxdzaWyNlpaZE/WKmaN4/ZLFlDNknFLVWx5MV1f3hnIsTzn/F\n2Dv2nzCmRNvzXT5jKPmiWvJr8U5OyP4jhpBFVbGzGIYsTsHzRecerphJirU0izav6Xu9YxkhwxvP\nszq/NC0zRKr+4T2T9926/MxHgfbTpRb5149kU61XeysNB0r951dnm8jI2AbjL6zP8davfd1YqbsR\nsgitBKGVZC1JU8XC9/pOWZ6sSKN3qnXVWm1ujZbCV6sO/4ZVWo+za/rdvNNv3etxJNR0e0FREJSI\nsfn5ODMXihv520dMy0HVnes1w3ksJWQ6OYcHtUSkzI+v+W5zZEwn6HD1wtf7UbVmPHbMa0Lkt1kH\nLUr+XPvW+l7blr4Vv0Skqqks0q5Mn1dllB6r/VFLwH+j1au8jtr4tpDFohZG0963ECj9ErX8c3Va\npdHcqopEGf3Bp9C7ZvLXp713grYOWjxkn1BK6wVlpsPhjTYooZgaaEgP2T/OG+Uh7/Jd7lTaHL+C\n+tmUkP1P52u8E/evSdpG9gSfJAtVpDfZN4crx7dFi4eM9Ytj+t6qmvsbvUUm6vNEdb3WDiJC5nQ6\nMtdA8mgfTMPjWoSsRdZSaigZG8+wCEzlnO59ESOXaVHJcqXAqASAqYHiCeN2cZA079X2GPdkLXqC\nap+cr/u67ekmhKylIrW8RksX5V1g7bx2jc+9Cfba9c2Rsey9WrvpTGG6BZZUpYx8ZTY5P9dv7iSr\nduznxyBv9h7qYaEtm7YRhf+9Ch+/n5bNOl3bgBZCpmTHSRivebqSHi+/CLV39muuGvjz6fkuOVYi\npl6ywVMRzb+lAjNqZbfH0jFkhMsAlT/e3t6CSK5Eqr1/LX1Wl4PaBT4hJjj8jblp8TWUcX4Vo+sg\nmorfMV4Umv6V1oAmf0OiJv0jhSWq0/r3BzmOaslxcsw7P2NKyjKlMxo/9rEIGWshvWNjQobz//Rp\nfcaURtFDxoDHHxgIBu/yfPktfi0lZL/LXf7L+doLpnN1vkq6tpCoF9UpjNxTplIdsj/Y+bpomWXx\nLd6wqNWxFSx9U88f/U62r13L/Jv03VLp1t6IfR33pOlroCUWgbrUVDdyGQbEIYyeh8ca3q1fljUg\n+8rAlJBF5EzDGd1bxuOtPRvsmF/gSY5dNl8HNyFkLQ1DFWti7rVq3VZGvFqPef+lHrLo2tyztrzb\nRyFkfJaIiGVp0fkG02aXqS+1dLVR1IjYEWUGO/6d2ktavAsUPnsUEaPCa80xZK2Tesx5o/aVa3O2\nVd4/+m5eZ/1vKNCdjNG+6yGVShKVjJVxYyRi2m2zltyPjAFtSr6TeqpjTsjUEKLtqkacszKMyNjR\njvUr1dr1pnLsm5ZGK9YqrRalZytbTsR0Em/trHXvXyI7XhLOyBKkxbbWc6h9+zTxjqlpY05Of9yQ\nxQ2G0V5/YbwWWNE0GOT8jGHyCQ1ZJJUiGfvrvHG8Gb9Z+S33tf0N05DFnxhqD8ez8fwJ07XSVGEE\nxgFsvkXjyWpmm/Vk4JJJPZZ4xzJC5m+89JzP46p/jZhl17y/JRFz+e7PEpXyR0KRHCppMiKT7fVv\nMu+Y1gr90vSYUeKoN4ztxskXzx/kWGWntrMalIyxlK/vJbsbIeMrHJPjlr/Pijq6Prdl92R12SfX\nsrTa5h89U2RujZbfcMVxadqS71JTAniNgi6yc7SU79y7Z3VQx1VF5OzWaDVyzJGtlusKV9oRnDMt\nqg+ZvVZ/38eNORk7BHnHAn2uhNdTRID2eqFdSFQGc+rVtRGVX3TN4c/v3a23b62Hzyjl7V6aNdC6\nKGqxDkdEy78OVc0MWa8DzNfV6LcilbSGaV5/2rf0n7dHy8ikLcqE9Wp2LU/KI5pyXMlmkKH7Qael\nyrvoAgE6Vciv52NvWWoe9F4ua4WRdMhWjMzO10NL+20lYTUyxq8G5F/CdUwgbjEup/zYDRVRmsr0\nVl1En0v7urX0i5Yx4/P+1kgKzPXL2aIEkRFKjV5au/ZQn/XYB6kaIlBWpPXrLSWV7Xl8nba2rqbS\n0YReKB0dHR0dHbfH9WhLq6eqo6OjY4qu+39AdDHe0dHR0dFxe7xPCVKP1f18hx0dHf/+0SVGR0dH\nR0dHR0dHR0fHndAJWUdHR0dHR0dHR0dHx53QCVlHR0dHR0dHR0dHR8ed0AlZR0dHR0dHR0dHR0fH\nndAJWUdHR0dHR0fHYmQTmXd0dHQsQ5ciHxC9UDo6Ojo6Om6PPu19R0fHR8DD6dSyLFxHR0dHR0dH\nR0dHR0fHtdGdMR0dHR0dHR0dHR0dHXdCJ2QdHR0dHR0dHR0dHR13QidkHR0dHR0dHR0dHR0dd0In\nZB0dHR0dHR0dHR0dHXdCJ2QdHR0dHR0dHR0dHR13QidkHR0dHR0dHR0dHR0dd0InZB0dHR0dHR0d\nHR0dHXdCJ2QdHR0dHR0dHR0dHR13QidkHR0dHR0dHR0dHR0dd0InZB0dHR0dHR0dHR0dHXdCJ2Qd\nHR0dHR0dHR0dHR13QidkHR0dHR0dHR0dHR0dd0InZB0dHR0dHR0dHR0dHXdCJ2QdHR0dHR0dHR0d\nHR13QidkHR0dHR0dHR0dHR0dd0InZB0dHR0dHR0dHR0dHXdCJ2QdHR0dHR0dHR0dHR13QidkHR0d\nHR0dHR0dHR0dd0InZB0dHR0dHR0dHR0dHXdCJ2QdHR0dHR0dHR0dHR13QidkHR0dHR0dHR0dHR0d\nd0InZB0dHR0dHR0dHR0dHXdCJ2QdHR0dHR0dHR0dHR13QidkHR0dHR0dHR0dHR0dd8LTLW768PC/\nntpyHhuOW/IdAezP+7dsBwBb/IoTvgL4FcDvwOX4VwC/nbevtve0LxhYrm9PSXrt+hz+cTo9NGRL\n8b8/PDSW04DaM81d0xJ6715LHRhKDwBOku55jnbtcM4f1YZdcO0g29Guz+H/eGc5AcD/3FBWzwAe\nZ/bcns7bo51/QnnPVwBbOd5X0vR4d97257zDrzw1bp+CNNgv7O1XmLYf5dvghE/y/i1t6t+uUFb/\ntaGsHs7Po99+g/FbbzAtH8+zB/ASbD/P+x2A7+djlt13AMBnDN/6y3lTKabHKgF/QZGMeqxScA/g\nTwD/tL2n/QvAN0v7hr8B+Pv5yebw369QVi/vlIG186i+uWw6viHtLwD/d7D9XwD+n/P2fwL4J54B\n/GcA/wnAfzkf8/w/Yyh31phX27em/USRvDlOp//27rJ6ePitoaxe8AUH/A1Drf0DQy39A0Pt5Lmn\n6fFvKP04EPfXWbpfA96ulei2x1TCveW8pb/6MZ7VAAAgAElEQVT6367Qrh4eGioFXjHU5j9tvzTt\nBeM35nYI+8ANBvni8nUP4AcG+fgDwAseUeRhJh+jc2DcRn5g3IZat/3sFzydju8uq//eIAO1n1cJ\n0HL+E0M/RN0AGL77e6D9oJah949Zv6npS3X1KE8L/mtDu+oeso6Ojo6Ojo6Ojo6OjjuhE7KOjo6O\njo6Ojo6Ojo47oROyjo6Ojo6Ojo6Ojo6OO6ETso6Ojo6Ojo6Ojo6OjjuhE7KOjo6Ojo6Ojo6Ojo47\noROyjo6Ojo6Ojo6Ojo6OO6ETso6Ojo6Ojo6Ojo6OjjvhJuuQtfM8rlCVoeUaV4mq5Ztbg+wE4DRZ\na+ABZf2i925zaFkf5NpYUkrXuMa1PqJ9bd0woJSwr82jv8PSZJkdEdewjaQfzse64sezXeN9HjFe\nv4xrkq2BLw15fF0rX8PK1+vgO3k95Xv6MSpptWc6jtoav2jWFrO1V3QlnR3K19dV6vZyjxMe7f2e\nG5/5vWhZGIbPw/XINnbMPL5eS3Rv/p3un1HWk3sGJdxw/hnAFq/yK1xZ5cWOteaw1jxj/EVd0h3B\nVXzKamjRtoWva/UZQz3n6mhroKX9qhyLZI7mm7tftr5YdJ6l+bNpW9Z27uvyTdcQg6RvMV2tSls5\n68UORWJztbj59ZKugzap8yh7b0+w47k+MLv+Vkv2W9cgUwnna5NF5/vkfD09o+WXWmu2yihfq/IT\nSg/t2tsGO+xxwAmnc+4TSv1w5ZcrW1Juzq8wF72LaireJ3Hjqly1bbdaf/U6n2WyDpnXPYd+NfY/\nro/p32nLPgXX/W98XbGdnUcrm0aIallUm3zbB39/DdyIkLUs6xmp3lHRRmq1k7Foid/aQtH7yd9R\ntWCHRqVGO7qN7aO0txCy7K1vjZbCX9oh1d51jylRUvWcx07UfGFoYFx6wLh09ZwUwPP47z9gurC0\nb/6763Vuw0Kmc1BlXBfBJDFRIcV8UX2eE0gEycHGjmN4abNEs7xRm/UFobNFoYcFQSmIH8/H712M\nshUtHWmLLFGC1qJYsozZAXKRb8XDeXvCCT+xxTFYTHVKkH3Tb+5lccR0QWg//8uufcNnbPEHyjLU\nnxu+4Vrwdp4RrxpZ0zxRj7fkWH9HVVXWd9b9zzhhe1mY9geG786FwD9huti673W9WP7KZxSqw5q7\nliRsWcP7MDJORAZVygFvTxlJW6JsUcp5Wo1o1zSWiGBFEq/1+GMRMpc3QE7APqHU7C8Yvw1NhL4k\n9rAdsccWe2yThaK5P6KYi3Z4kN9VAjhHyFhHIwJGIxWNUdx+jPbPOOAr1uuv/mrIM1f/vH6z9LRU\nHzAubd0iDf6I4ctF14DSp39GkXvUaT7J/tXOtVbV6HaWVsv7XtyIkLXettbdeL6MlLWSMU2jDaRU\nB1Va3bOgZK1lmys8f4Poza5VwDW00GbHEiKmaXPki8csqSfUS9M3EiXM5InIGWzv5MvTfb8Gfm3I\no2qSGhRU0c/Svat5mDluFUSPAI6jr6gUgaUPuf6Ecfvkde8Kou5hj82501XfDrvyNdoU0NauVDnU\ncsvKj88eddJUR9yQcbRnYfk/YvhqTwC2OOAV33G8kCklYq+YkjLvjgdr7th2SqL1LwDfMCZfTs7+\nhWe8XIjY7+dtLQ/ZWzDX7mvX52ROyzWF1iMqGV8wKCm/ANimZEwJWeRH2ckvqrSAHO9RPBRrYP53\n+KTqfR4MEHUjUwspewtRmyNh3r/VjiNFuDVNzSXroMVrSlnjT6XSUFXqXzBV6ZmfdbFmQNphhwN2\n2OMVJzxjqOWMJtih+O6HFuRkzGsR4V4xvr/KSHqmlYwpEfsOYIsvOOHr+U1vpJxP8GdDnsw44FID\nGH8hJT1PiEvGf2OLQe/ayzlLnR5MYEyXlXCxv2cJPsrxXvJQ2+Azo3I8d/1auKOHzMOXYOfeSCNR\nog2htmVi7nDpzMiu1WrSQrwy7xiC4ww1unlLLC38OdJVSwPGX19LWkmZErOInLVumd80I2ew47k9\n0B62dw20esiiLVLu9VotbDEzKFDZOSTXeW8eH0dtXANFtRSebH9C8V1GHe24w92cO1m1gGl7XouQ\ntXqea6Q5KpMH+3u/H+/hssNJH8kYyeqgLuywxZ8Yd6/aCiOLr3rIlJD9hULG/ompR4xesr+wwQt+\nB/AHhjr+23n7SCGL17xXKwlr2WuZs4wHz9ig0H0G8IwDdhNSpoSsRXJqzdLjrK++FeaVfK3rjHRR\nj1iNgNXS3oKsX4k0k0hDqXnHakSslme9PquFkEW+FWBMoynJ+SZfMK131CDcc09j0pQKHPGKLfbY\n4TTKPQTyfkZR4SMyFiEq2Swc0b1j34GzUerr+Q2/4m0G87egxUPWolkT3hcpGdMvyGs7udcWpUfh\nMWnsQY5J9lhKXzAmYZ9QyPZnxJ65VlPSWnoDcFcPGYtrhykxI2qfqxa0FlUZdX7uwTFjtKRpuI96\nyDw4w0lYtAHzjDoiYZq+BpYU/lvJmL6vEzHdPDwxImc1YZBdi0YtOQ0gOP6M8ACZJbXz2vitIU+L\n8rFpyAe7VhtTpsRL0w6TY1XyKIbZ6lgiWuIkbFozImIwdLobnC6WsSwkZa12tcRDtoQ8A3k5cU//\nYvZbjLWn8r5DIa4POOAFf2HcUjQkUTf1oqmH7Igp+fJQxWG/wfcLESMpW5uQLUXU5jM5UMub7Vuv\nKVjuGq7zjKLY/etCyFzJ9NEjNYnGGnRPKTgfskhC5iGLUfivEzA/jtLeIkPmNJQaEVPJN0e8anul\nJ+ug5ZfUC8u9mgRVyyIpi9T/nxjejnk8ksIJ2eslbQhnfMUOp/NdVaWPPGSMX9AapH1bRqOViOnY\n2jEZo3fsoxEyYFqPo2PCpQV7dvXUulGcvQq/1k8UAvYTxYNJqaXjjUnIfpE0esNY753G+zPPSbYl\nsv+tuKOHTJWzzHazsfzZcaam52SMSg8VIA9RJOnS9BYvWfZBI0Gu5Guu070FWgt/CfGq/c1chzRH\nwLyUs7BGVe+1oUfqhD/fR8UfC/K6R6V1zESkeGQKDBWfaIySg79/vHi6nDroLxztnB175h2rjwvQ\n/Vox+a0eMiditQmElERHUBXBx7CpQspOkWXHr/h82U74ju842jfOvJJTSzAJ2b8wKBsRIRuTsd8w\nhCvqfi1lpBWtHXfrtbceR0qPq62qpHwB8OPiJdNxOBou3CoZfN8yfc310EKGsjakJA1JnmsQr40d\n15TYrO9ylf6INtLVkme9Pq6FkGWjsaNa7V9N89K4kBEwPX/FmBoM14+X51UPMk1VbC9am1xzU60k\nkpMqIxm2+ANDmOJAwBi2/RWDDFwrZLGVkLXC25KWlvfm+hWdjJG2MrCzjO8berhv2F0iAX7FINm2\n53N+dRodf5FnUJ0lMn5lBrG5/TVwRw8ZUMRNhppFrhaQ5ltMxtjEHoN9K/lqdWhnuCcJeCshe8u5\ni9K5EpvL41ZEDXt0MraRa3MhG7XyW1f9GKPFQ+Z4C5HWdH1ftwkqMnIW/cZx1BY3KGGJ0ZxoStL4\nN2OvWDSL5AMGoRxNcLIGWslERsRg55onugdllqcr9dX2ESl8Or/iI4Cf2GIbEmB2mV/l/CumhEzD\nFHPPmHrIOIbsN6w3I+YS+TtHkJZcnztvvRaRMYbykJANXrK/MO2tWEO0Z3OaF5lhPM86aJ0sh+3F\nnzSTMP73TjtbjzN42WX9WUTGMtW+RsJqaR+LkEV+Cy8xrbOfkny8pmp4RNCcjDkx22DcihjwNqfl\nRZqJhnVH4YoDzeCYMRKy31AI2VoysJWQ1cwzrSYcr98EdTN+Lf1K38CpUB5R/IjAES/4jh/4iR12\nGGQd97zXVxQGgHP6rxjPxF3TOfk3zjY877VwZw+Z7oFcPLq9KbrHnMpeyJhO4KGzzUXhiuqkbiVo\n/lb+tC3pawjOpVbo9xKzuYq/hJRFpftke9aave0Vqsgu7YDXUvCBtxEyYkldoieR3aGGFQBF4VGy\nkEGXCZiSMkZ18078JfXrafvXoJtT6AXTduhT/K85hmwJIeM+ImLA1DOWkeKorfF70CNGdcbVIKow\njyiT3T9j8Kx8xzeMFYqvds7uk+l7cHzYlJB9wwYv+APA3zDU6d/PxyRjDFv8aCGL3lst3ftxdF5L\nj9JcJVW1lWRsmNgD2OJ0DkdVpXKPuMVw0/YZXdee8PZoMYi5R9wpZmRY8jYHjNujp70FcyQs8pIt\nIWMt5OzjechUGilUcrFG+3Wt+Xw7DVkkKdvJsRK1iJgB47lKo3FkNdOklqDSC/X7FF/P5/Nsijp2\nll6yNaMEWib1yEw1rRvza33Ur6j1nt4xkrE/ARzxBeXLUBsaKNsRP/ANP/CC3cUAxUD7qIZpxJC2\nx2xGR9c5o+1aYzPvSMhUTda0RxQ+q0Wqn1Rn5qmp7zpTW/GMORnTDs3DFTdBekTCNJ1P7p1xlDZ3\nfEssLfxa5zR3rVZaejyXzy0sFKVK252AeVr03EusPFFnfWssIWQ1ZXCuzm1QRnXqVvOAOZiX9+S0\nHBu7DpxwHOXUL+tUcOjkIuLFrUbOPtqkHkC97vk4P93Xjj3tiDgM2K1+VEt0ciPKyZeRt4ykbGfn\nkYds7Bl7xha/YiBgnOJePWM6huwjhSxGJKs1za/N/UbLs2heV3rUvv8FAxlj6Rywww7f5C9IxfmX\nHIfj7REYmyej8TW3R0vIscqriIBFJA2VNN23gv1Qdq2m8NW2GgHTY58AQSdJaFk44DpoqdFzHjKG\ntVOCfbE8boZwsqXhg48oI2h5zb1kwHRidNfyNNZCpaxOVKWbjq8tx5szefgFxYutXrI/8LHGkOnX\nntN9a/lJytyUo/0Qx4p9P28DGaMJ7w+UARw/oDPH7vDjvJ0u5KqsKTeVB6xVbgxxcqY6p8/Pzmsf\nnJC1is6aFcUHHEeoiTf9dKeJkqbhTD7lfWQDzDavnCxkf8qN7aO3QHDtllhS+O8hY8RbFBpPi0I6\nWAZKwJScAXFtizpjJMe18zXQSshqpHbuOo/VMxYNhud1v/aAKXHTvMDUYDFIitP5bw7nZ+Ad+Fdl\nAp6s/UbkbCPHc2OwromWdhXVn7kxf34cpWndZHn68g3Rnp2kkleSs09wbxkVmB2Kus/9EU7EgL/w\nGbsR8dIp7p2MrUnIlhAh7lvaUHZ8TWRqKSf0UOWcPeGfeJFn2aPMKBdRPfeSqf+NHoQvWIuQtfyK\njhVrCQfW9BYskfuRVpKlZ4TMp6d4tbSIjFHt32FMBzxM7LZo+aXIOwZMVWZN599pzXcPGPfuBdOv\n8hRcP2Dcy0QTemS1Rs1bOhGSzhNYvGO/oEzewb3KvzXXYvzWkMeHBqjE0BF+QCyX+DU3GL4AjxVa\npxmuOIwXYw/xB4C/oxAyHe9XyusFP86ULDZeqY6v7S46ZlyOXqM81eMPTshaqpI3WBX8LSKzRsYG\nEkZi5hUkUuaixXQ1f42EbWwfdcBOxmod91qk7BqErOVYkSmErXv3jDkx4xadR+/U0lkvqZW3wlJC\ntnQDYmPBNeBE6BCkxy38dLnG9uUesNa0dVTGAUti/1tCZueuMU0NEYqoTD1NrZZKxFw2DmPL3Cv2\nRfZHDF38d5CQfcEh9IRFnrGP7iGryes55XsOb5EnTpWeMPS+W5QxFSeU+exOAL5dSBnVDLX51pRh\npXy07a9HyFpCFt1wxP67JruzfiDavwdZvWgNWYyIWEbGspDGjzXtfdQDQY5Z5zxNNYCMhD0lafpF\nSNJUQ9Aew7XGrOfnO/DrcvIqN14NpfSMw8WUQa8YPWSUf79jPRn4vSGPypdPGN6Qzxd9EZdLnyS/\n0ly2aZKaLZS6PmDsFfu7bBsM/YsSsjIz5xZ/AdiOJJgvMeOErGUjQfP9BydkS2zEhIoq2rcyNUQd\n75mIG443GIcbRgP9lZSpUuLpGRHzNH1irRARSdPjj0rI3kPGaqWcpc1dawntyEiYQsWr2758q11f\nAy2zLE5r//JzYKrUZN6yJZN5tKRn0HbrpIvtW9u1p+mzroH3WDaXfrOMuGX5M6WWtkbteEnKuP+J\n4d1ecMIPfMfuMgnxF5RxZHuUNa/+wu84TUITnXxFhGxNAt2COfLVcj2ClpPnycrQaZL2QzqpB+Uh\nCRnxAOA7XrDDAaXMvPUrIfM1oWjT56pJ66iOLXJD+26+SbTAOoJz/51ryfZavagRMfeOOblS0hWR\nsWxs2TpoJWQe9DVHxKiV6RdzUuYELSJm0TF1T+3tNWag5iHj3/qMtKTKr5djjob6FYWU6Qyza4+j\nbQlZVN+4L3vjJZaRMb6PzlnJPlnDC+lHHFNUErJ/nLcNpgvdj7X1Lf7EEduRHHBJRlIVtbmdbAe7\ntsWUmF0DN+r3WseQEUeURsY9x5JlYjMTc+NxYxrCEI0z0aHK7glTL9kcGXPW3Uqu5jr2W2IpbX4v\nGVNkRHXumCWrg0IjgtRCnlzEvuV4LbR4yLR7q+03lqZ/C8TkS8lZhJr9EEka/y6C5vfucI50qefb\nydwauAeZ4Lu9dakDVXV0PStO8vEZhZhx+4EDfuIbjqNJPY7g5B0+WL12rtuaa/C8Rc7WZPYSeb6x\n9EzF87/RY20XqgD9guliqH6f79idLcmQO/AuHk7mv0BlaD1/5tJZFlVWZ16yWv+g90TleoSo7Gp1\nw0OmaiTMFcc5MqbX1zL2tlO/rHYCRZIqUVIKy2BsJ2A14vVqxxs55u9oLZqrJfrs7F299ArN+IzT\npeV8RjFruKfso40he0SRKTqFvC6nQrhurNICGNMnfk3V64Y6+4Dx16Bn7B8A/tP5L30cq48YPWKH\nI75jNxnOoLXF25WG+u7snF48Pf53QMiWqPpKokhnXLVWuJru2+myd/KliqWTsWx2xcgDlp1nSn/2\n9NlbrGXFeussi0vIWEall5xr2hFjD1hEzhCcR/d2ZeYpSGvZr4ElhEw3T+M3YStjXdOADiVfGbmq\nzTUFTMeMaZqnO3nwvB565EQs8p4pQcva5q1wDaHaojipTyOamzJSI7JrtDP/wNg75p6X7xh7zT4D\n+IEdXvAvDErH8TJe7FcMXamPj1DidW9C1oIlpMu9zzVCpOWH4NzBv4nu5QrQHiWA1Md06vYNB7zg\nh91Fw0/5V3pdJ9Rfj5C1hixGE3rUVOuI5Nb6r5occSLmJmM9biFjGUGrhSlmZGzdST2WEDId5epf\nV0mZ6oj6NSNvWEbOnjB8Ca/v2itmWkR2rO8CxCU1bD4D6lfb7hG23TqGjJo1UNqUU2S97n0HCRmD\nnL2dkNgM5IZBnTTfkZT9BxQPmWve2tJ51yO2+BM/cLgYGLlO2RZFn/Q2ExGz6RhNunDYU74fd/aQ\nRURKP24mgjPxVmyCNfLlBOwpOFZFbgkpo7hQbwOfkuc1Ie3hY7fEksKfI1utZCxD7X2dgkdkTEkZ\nEItLRwvBnrv2EQlZFOoSdegOJWzeCiNFhpjzcjk5cwIWeXX0mitZERHTYydmaxOyJR2p13sfX+cK\nVOZRiRRO76r8XNNUZeEU+JSTSsB08c0fkj7Yf4eVYn7DoGxomKIqGzq1c0TOPrKHbAkRixQVQuXU\nHBHzfJqm5ahkLOpHonIHgBN22F4WjvY7QP7iEWP1SsMWb4+WkGOVE94mIi9+rb/I+rdaWoQ5E7KS\nMT+PxoFFZKuFjDE0ax20tCwdc6WIWofe0/eUXu4lywiZ+kW09WTSda4m6LPweXRuS44dK94xtp7P\nwGWCDzdMrRWy2ELIVB5rf6wTeqi0UDkTechUjwKK9s7QwDFd5UhjEjL1kPmdIHcspo7v+HbR8bmY\nwRcMNe8FcVv5GaQNRIzsgXf68ISs9bY18cRi15WR5v6+eMei2ZY8dFHJmSvatXDFFgU92mciqsWi\negu8hZC1ErMWEZZhjpxRgXQyxv3cb/L+c2U6t62p5LcQMo+od3KmpFW/FeHmECLylkWzKXJiYYWS\nMSVckUeH+Td2TZUr38+Rjie7xxpY0q4iY4Om6Tc+BdeB8Td2WVSTU7qPVBbOhpXtCxEr2yNK+M3v\nwbETsCzto3rI/DwiXq5YR8TISRjTdB/Byz8iY5+CPMC4zfD7HjG02e1lKP0XxJRug0K/3UO2jurY\n0q7U++ckzGWNGyc8DZIWHc9hjohlJD4zoPlG5XWOjFHh/Jghi46oB597avVzRD216pPRdfWQvQVR\nSes8fIMaryOeePyrbO4l+0iETJ9F/UIMFo2MReo78jFkUcjiIIcYrqhTnuikHhxDVtPC/PsPBPkn\nXs5joMs0VEeUtsIR0WwvPC8eswcUCq2GqQ9PyFq6U6oRERHTRlSzSOgWe8d83BjTWshZKwHzNA//\nUkU3svFkgvrWaC38t5Kx95Cy7Bn4bTVs0UlZ9nv+7bVsowlufcsmwV0DrR6yaEhzRF6jv6WNkHU1\nCkv0qXaiqXfcY6bKkK+vpb9Ty+NKliqXkTXcidia5LmVTGT23sggw6UDnJRFimSrQcFVFnYvnHKY\nx9nG67rcKT1kSq7UI+ZELNvfqGN6F+aU6ujYlW4vLydhNTLmiMo8qnuaR72d/D2GCn0fqSCRzZt3\n+ISx+riO6rhklkW2/1oIb62/QiXtPWghYLXIBt8iD5krmB6CtQ6WELKoBLLRsFH+PcYjg6LtyY59\ncxOjk6wlx9PS2pzX0HxG8SlnoYqcwmItQtYyy6LqVTqBVuZPd5kUechYeifZHy45+IXoHfsd4zFk\nqoFlkoGcYGglW2zxgtPEgLjDtG97leOBIOpbRNT6QxOy1tueUNRApzGRyCRcXYm9Y8qfdSKAiJzp\ngPaIlNUUHb+G4C0igjVHzm6NllJaSrjm0qL7LkmPPD2w4wiR6HSStfRYy/vWWErItNvxMXb+nVxh\n5LfWLkrb0c7yAfVyy8KIMiI2R8I2QdpT5ZpLk1ujtU54u3eiVSNlCh/hs7QO08Kpk3g8YewJyzZ2\nRyRmSsi+JsctaWu1q1Y5OyernYBlRM2JWEbGImIW1QmWuwZt6XNqe6AseEKZCZTK+rAQK+3Cv6FY\nl/2XnjD2kHG7PVraL1VrlwWRRjFHyqLv3/IsXo7ep0fEvkbOdNIBTdMwxCyMUcnYCz7atPfA9Mtn\no2Fh55o25yGLNLooEN9LimPbvPVHx5pnWoI62Y6r9hkx+2geMp08i4tesF5mcklNOHMhi6zHZXSy\nfpW/oRCy/yBPw1/TlTb1brq94OVsduL0+s+oGx2H8EQnYl+DtP9fEDK1y/v+U7IHilhxK96A3fm6\nigQ2PyqTFJoHlPkceTedpzETmtkxMG2OmQCG7dckY0CdwCiyTquFhC0lZVmaf6fsu2bInnFuewqO\n7+Ehe8uozJYtGzemppEnjEmYkzYlaRo+F5WHq3hHO3eFge2UbZTWOc9PhdTvtVb5KFraVdT+fe8j\nLLwNALmSuEGRR7XjubYUlWGk7PoYPvec6nO7YukjP0gK57CWwtJSVtk+u6b3zkhZttdvmCnr3v+U\nwJ1xGZ+gdS0qNX9a/rpOFt2ifH8Mn2dNpa7ldVkVKaDZ77lamHm8lqSPg7Gm5Rmdr4slhCzqkSn1\n1LTmebRFkHZmwZ0u5aLn0HQlY0u3H3B/C5dfd91hTkaugZY+ko4Levl0dsVIR8o2BMcPwXEbEa6l\nxWDOaHIb6v26n2p8rgUq2X8/PgAhez7v3bbn8OKk3V9HzFCNfMUOe+zOC/CR4in50sHqwNSGQgXh\nBXFlq1U8VXIy8hYpQvqmawjQPxfk9UbUus8Uxui8JY3fzTuq2rF+a95DRTkqx1na+h3cPFoIZkS8\nMqKmvutnjEdzqtKt58B0rJaTsD2mYYkkdMBYLYwm83iRY/eC+6yKTuLWwD8b8kSK+dyxn1Oe0Qp5\nQAm/ZvmpLKttQAnVeMU4bCNL02u0ymezb2ZkjPfRMJ7Wla3+3pBnDi3tuIVYKZxgwY6z345IdnTu\n326unPRYB6r/67x9w6BClkHqOlLT6Z8GtP6FUsPm8F8a8tTRUlZUvzNSkm1I0qLfXiL7s1DDsd1+\nPo/TDX3HjHSp3GQ42HoGqlZzL5BrELVruvceXwM0Pd3NGLrntBLeE0a9I4+jv+E6jD8AfMdnnC6t\nivJR76StSsP5lnzB96BljdMvKJM0MQydviGdkVf7ZIV/NWDcb5PaDJ57Etkfsv2FQWPVlSr/eU77\nS7YfKBJNg+mHMlfvnPtgqeOMpZ/3Wq7Rs7e9Dj4AIaNIUYy58ljlc1VCbazTkTPbMzFjs6Fwor+N\nwkwJmSt1rGQvlhaxf/5yrUnvg2PHGoKzRXEEcsvG0jS/X/Qbc+dR82jZos4XjcdRp+15b42W+pDV\no6Vk7CjXVORoaJyStAfE4YZOHnTvEfu194wWfX4J0tx2pYoxidka+B8r/Q5Q1AGW0w6xHW8uDZhX\nDD0cKpqdimWv3/qI6ZxjHING1f4tASD/S0Oea2Ku3UcETOVWZASq3S/DHvFYBydj0TEJ2QsGteUb\nhjEkL5dAJIYLaQkc7E5cHIFv1EKf30/IWqZs937VVeUlG1Avq5bjFkLmnq+X4O80PJGL0bqCq3Ay\nxmEa6/VZLw15lmg5tbyRqcc1gChNyZt+0Wy/w/A15/KRQPwF4OViYKJ3iXAzhxrHjlgvAqDFsPUZ\n47Ujv6KELXLP0ETXiWvtCyjv/fny9zscL7LmG8ZkjL/8jEGDJSnj9hcGKeeEbAhA1PkiVNdnn0U9\npkT++ELfbIFPdn4d3IiQtTS0mkro+VSNiOy9++Da62V/xCtezp9Wf0V9ciyUx+RXMjLmqCm5rZ3A\nWmghZBnJqh3XiJnfd+m5i78lx63fuNbRRsTsIyGqnzUylhE0bVU7O9/b32lASTTGLPpOERmL8vEZ\no8l5XlGI2EGu7SSd78LvsAZaCFmtvvs1X5PN/y4iorr3ddqiPEdM7caqDB4wVgw9L9P12cuo3mLV\np/rzE+PxFL5fK8CtVR60KOiOiKDVfh0nlNwAACAASURBVL/lGIiJlw9I/4mhTHyvf0MyNowh0XER\nao7UEnTVkdfXmROzpawYaMa+PhqKEMnxjIhF+5Y83Ls3OCJgcwRNydgeY0qggzcIlfscpc88a8nA\nNiW1tqhHyznTIq0g82i4Yn2ayR/l8fv5OY0Wf43ImJow+NRbjMfu6vUWSnsN/K0hzyeMx/kqIWuZ\n7Mx1MUJ1iCfoMir8hj9RyO2/5NefMCVi6pnkVqa2+Sz3j2ZtpoHZt91EQjhJu15vdWcPGZCTMIKf\nTNVAFrvOqsM0XfTvVf5mgx1eccBptAwhscWYGbNSRUM/W70O/nZZZ+DIOu9rozVksabgLzn3e77l\nXL9h5GnMjlUQsGPKyBYarn1UMqbHWZk4GcuIGNOjcEVuPjGHPwcRjYMCxkuCalo5H6axUDLGzYmY\nnkeK2FrKyFJDh+59SHstL8uABJQSUmUXZZlKRU1XtVvtyB70o6RMSZin6TfWsbgaw0Dv5k+MiZhu\na5VVazuO2nyL7K4ZJTLlfi5NPWRUW2oD07NtCKh6wHg9MVWvCLfla6054mZqhGEJeVZSpmkRAasR\nNFSut5wr4XLyFZExT/PFaZWM6Ts52MYp92iUWW9SjxZC9pbaH12jlPfR/2/ZKxGLvCMt1wfzxxec\nLq2KPmd6Yfj0lJ8/MTU6r2WUaglZfMZ4an6VGCq/tU8hsrYGycv+m/75l5GUIiH7DYPW+vX8V07I\nPGRx7B3jM6q+0KLT514xPb8O7ughc/u1/z03qhm0v7qt3rk5idgrpp/2AcczLYt+UWdYfMF4ZipV\ndOJCK29FZGKkdo3d3BoKyVJCpse1tBox8/tGx3PXMlLWuvm9svM5IvYRSRmQE7Oa8YDHwLhlsvWx\nXWhI3B4l9NBJWhQeqF2nTiZQiJffpfiDdhjGhb6eyZkKVsae8/yT/RZnlFtrHbIlocBOaoHx23v7\nyWaPPMxc96/qsoxtiSRLVfB9cr6TjVOnE/r9+Xe6Js0nFELG8qOFlJ3lR0FGpjI4KWOa/l2NBMwR\nBfeMfcfYC6aqiKslej4E8OjIPQYNOVVn7VBCBklfx0PWQiZUptW8Y2/Z8Ia/iTxkbviokTU1jnhQ\nXS3yg0apWr96W7SMgGr9yrUJNoC6FrBL/jb6m0zS1aTgNBTyGYfJxOiUc5TxfDI1ljH9+n6XOloI\nGd+Di1jXyFiNlOlXh+RXMvYFwL8ukszHkKkX/0/EpIyhipR2P/F8XnaAfYx68jRsMdrvcMIx9Irp\n+XVwozJvVX2yn1dVQekQA5I8iEo/X+Q81e0RDGE82S++ohSQEjP+5c/g6Vz59Teqddz3VuhbLfk1\n4rXkOhqP565FoluPa9ciRKSshZitWX4tHekRbWWRETMnYtqKlJg5ASOciDGvdocUyIOC5Mu2ZpPY\nA+z4jijjQnUQri6gccQg3DlWdItB0LeMQbkGlhAyD52IlgZ4Tq5laQjyYCafKgIkV0xzW3DtHChj\nVnjtFWOrZMuaf2uN92tpw5kaWEMks7J719TJ6NorVNUoIyZ8KDwJ2nfJO4z7i6ZyfsZ4wVNXp9TA\nCYwV0nVUx9YxZNE0Cz7xRUtf0Voec+kZ+aqlRftjsNfn1iVKjnCT1tpYSsi0Z3A/oL+tn0eEze9f\nK12mU5ItLx2uM6br/NG84V4ZlgnfUsmYjtZci5C1jCF7QjzW16MbWsgYwTw6M4ROkf8y8pA5BSQh\n+wtlnJl6ySj1Bomnz+gGySh80YnacUShtWekdnQd3JmQRVA1kZ2AijZdik4bzZPs55yRA7Znm+4R\nY+VFB/bViEeEJ8lTe8Na+lpWrCWE7C0krIWU+XnLsZMjP265XiN5WdpSpexe8Ho0R76AaXelJIx/\n5+TMlX4XZr7MJgXy0Oo8elvta35MhbC0dyVmOsOgxn7Tbv9o+1vj3xry+AQoHi7N76kTmDhB41fS\nsVvayenvYGavnaaGRvGYqoqqLTqhCI+BQuZ3KKWrz6sTsej7eLj4GlirHavSxX2m1EeqqO6VkP0I\njpWk/YAStgeU4flUcOifVJVK2yBQWvyrnDMIVT1mt0VLEBzDlvW7+lT/LSr60nKppbUSLvVQR9ci\n6uEeB8L7zvX7q1ZCptIj8v9laX4dlX2U5ouKAFM/5Vxg6W40LymP1ctPhV4XY9c39/BFGg/XlIEt\nHjISMiVM0bjf1rBFQvuD6dqW6h2LfHE6bkw9ZN+gEvAzTpdlB0iU2c/w3VhOvpELDDNQqFdsY+fX\nwY0IWcttXWS42siXVvVAP8BR0lyBmxv5VX5/K+qhErFXjCsWlSHmjd4CKEpgRK4yhYjHEVG4Jd4y\nhiwjqi1kbCnxqpG4FtQ6oYxU1YhZlP6RkNW1bCPVyYiakzBdc8r32ia0flAZUmU+92arSFeidkQZ\n2j5+qsHbPYwNZRm5Jf0zxmPVbo2XS5BkDXzaw2TCDZ1VUicZIoGhV5CEBxiXfTYJyFx7ompEAqbl\n5gOdXSGklObv89k2GFR29/ppR/wUXPtIuIYhJlKKM6U/Uj313D1h3zEmYJrGfEN4oo8AyXyVWgr6\nhDzXHnI91bHl27N+Kml5T+jiEoqQ0QYnVtGxp7mvxmnHXH3UEmFEw5pLf7QRMiVi0dY6jmuuZrTU\nHH5NJV7ZvLO7Eflyb5gbmFTORbPPUt7y77ZYzzsGtBMyH+frnrFohkVg3JbcgKD93iPGhOwzDtiO\nSJkbjdQjpsdllsWNjB3Tv1QDp+owaiKeTu6hHIR76iTXwY3KvUVAMw+DW5im1ETVQe5d/Dkh4z18\nXkRgbI8o+x12l7/UcWQRoXCLs7+pew88n147Bsf+dW6JtxAyXwDWr0VkLfIaXpOc1c7n8s4Rs5oS\n9dEIGZDXNT13IgYUEqbH7mvWmZBU4fZ9hsEm6QEKuufdn+3aEcUiv5W89KA/YHde3KI2zmS98J1/\nNOQpMmx37qq2Z0rks0n6XicyWTpIPwsFdKVVx/gdKteo8JLMAVOS6NJ3E+RxY9dapOwtbbil7Udy\nRmW938sV+NoWkbG/zseqjvB6WUWIc6PRQ6YqVCa9+ZTa50Z5bo8Wg4rX1UheR8QLlTw1kpylMb02\n+sjJV42Y1Z6T7024PsHz9Sb0ANoImX+xt47bilrjXM8fpR0xXsxjupLfM06jtbd05KUG0+ndI9kW\nleXO/m6tltVKyKIeOzPpZKTMZafqJDrGi6RsOyFjn+QvOIHHz+B4iAngTJAeA+B6KftS7l3KFS+Z\n1rsnyX0d3NFDRrWPxTPMplaqa0TEtGPQwCSSL6dRbVX7iCNecZjQOB0To2wakuZwK8HcFt1rrYa4\nNGQxmxCg9Rrvp/ulx9F+yTU/JmoK1kcgYS11IhJ0ETlzIqbnwFQYuadsad0GdDawyCPmdjbduJKO\nRtY/yzFr3COOZ1+ZQ00+66BlImG+01Tp2J231zM5ow2OREz3S+ry3FIDTso0TckXLJ/O9PYxCHE7\nWttzZpyJ4KQrSqsRsTklvsyQOCVj3+V4WFuM3jCftJqLq/LpWt58PfIVoaWstD6+ZaZFbhvUy+gt\n23T6h3F6RszcO+bvGyEiZeuW3hJCVpviZO5Yv070tpmpJ9IOjhiTMV1cYieem3GoHo8ZFqdaLSrH\n2idpOa4VyUG0jCFzPSCKS5sjYxF9Vh1De31OIPKCA7b4hmkw5AbjgO2/4ItJa1kpifaweNVrqPM/\nST56OYe+2FvvBv8O1iFrJWQu/vYoxEwJm5Mx3TR0orZ0MxFZRYAdfmCDU0jGHjFt1n4nfUKvNk/J\nsSvCa5OypYQsIlt0w2fTMUQNtJV0AXH4VSsh0E07J/8NIrOc1vJ9JNRqfLZFLbVm8dJwMy/rB4zb\njfqjj5eUSPxqhHeUpu1ciRknCy7bES94MQHJb7Gehfg/NuRxO/gOrpwcscUWB2zPAWdqk+NEJpSW\nQNzx+0iJiDgdgzytf19+U01X0f7hnDczzUSt/2MgU6iicydemyBf5IVh39Ey3ogzKyoZIwmjjXiL\nZxQSlu0/IZZ62RN6zcgmXb8NWn5JDQU+v95cuCIwLY9WgjVHomv3aJk05y1KekZJ1kErIWPUg65u\nuHRj795qJvRei9rLDtPV+l4usyZy2pvPyZ5EIiLzUVvXFuTn11Px59HiIXN9bm6fkTLX+oGpeXYg\nYoOEGtrHC4740+5KD9mL7YdAbc4dq2ulkSx/lt8DxvO3a6hi5DWbhtBmWtTbcOeQxTm7FFCf8vSI\nsYesRsQUbisDgD222I4YMhVPzq44F5LFO7OIeA9NO2JcGdS246Th1mgJWXQlPIqJjpRzz8d7wY4j\n8lUb9xIRitZzv18L/r/2vrXJbWRZLkVpNKvV7p4bDtvh///vbMe9Pnu00g6HL38Ak52dqG40RyQ4\n165UQAABDF79qMqq6uqeAH9vhMzxFuKqdTeygnm4YmscmYfGHS5PFHnHNOgjGi6shMxJWNwqX7Gr\nnnGtrH0TRmyOqpK1BpGXMM0dDtidxy4cUfyGfC/3Uh1tv/emQFFSAa/L/rX8+/Z+LyXeH1GU1ssP\nN9qGXWkfgZKzljTqKf+tmvEDJb29k7Hv4HixPzCpJF8xhSsqGeO2Rp+4P8bVyOg4l3VwTdr7SGMY\n9Y5FyrO+8TVJOnS7lbp+ZIl0g0ieAmNjSO+PUUK2RSFBPm5reXtz7ucnAqMGv1Ezsf5Wk0dNxnRy\niGjRY3yzXlkCdeKkV8xJ+Fr6xTWE7JpenCga9lxv0hLwpB46rco3/IV5jZ9P6LHBbkaWo/T86iHz\nMEVN6OHesqlctDTZh94GD/aQKQFDYzs65rYFFeRvxVRdqMj9HZzRo3faebtCe7Q1wX1OxnpU8pYY\n9ZA5uWqRriWSNkq+esRN7xtZZ/T76994iF6PWP1nIFs9jJKuFlhPR0iujh+D7SOKIuVXjbrhaFFC\nxu6xR7OP0DBkz/h4f4wSslELcDE6bfGKoyQwYV3ujQErdbk119stexuvJZHttNeCl2rnbXFtOx8l\nZd6nt/qYSPmPaoD6EOrAHCdjzyikS8nXH/abIYutUDB9eqeITj/W6S2vSXvPNrG3fS0No7W/RZ5a\nXyLa3/J49ZR2T3fB0lC5yX1e13gcqHvI90fIYo9UTbp8P/2/ZSwX+/fDeb6o3Xks8VTmStLcvOha\ng5biRMaUaNHb8hVF4dfj3N4g9vkBtQarHtItCj3VicDXwCgh662Xjjkp07+JtIEvKN9oIkEnfMdf\n9pd1nXjGKdQkfDoC1c35THwG1Wlb3rLtrEe4Xct6sIcMmIu4a9evaHP0FkmLxOAUvuGKnK5fBt6K\nyqxWsKPsj7B+ZzlhxEOm6bd9TqRWOmv1pH1CXQojY8l6+3hfVc35m92qf2/ugxybq/DzYyPW07Uw\nWj8onPV3RMb2wT7iKPsidbqXw1TV+492zXjGEe9C3Q756/mv1QsevZmXxgE7HKFhyOup+SOEjEmO\n3errlmAvhZLABOe9GppVCJjnNWxZi6PSj7Z7x7zGuUlKe4PR5RE9Yhs/29ajPt4lUEvp9xpBjxgD\ndBi+GJMxLn+g9pb9hqI6MlHOBoVgKR1R9TFSmNfpCUfuQiLmWUKv8Y4B7bKJQhN7ixKqJQ+Zn1Oy\nu03QflW943oMts+X9XBNyOLL8PKMw0xisA+MPEwHnC7pnnbYot0PHavnUc8YiRj9zSqlOCJTJ5OA\nPLH2ZLyD/iYZ+xvzkWtrEbIRaeW4psV7m9J9boZjQg81ZpSQ3QO+418oGspEX5/OdULT2nucjYYs\nkpRpkD11Ik1cxqEBmoF98pKdcKxa8LsnZKOXddV4VAHQ3x6UBszDXdS21rJLcvtwjim9zqau6aF1\nAtQjalJGbDB/Ctjxe+PPgXMighURsxYZ03OBMc+YvrufT7exdqWada5HlD439l+LRxCya+A0pUfG\n1EqkXsSIjDnx1tBevS8QBZxpl+YmCxexX1DsjyRkPN/pIOF9xaSGbbG91Jn1MJplkdP17lC8YFzT\nI+hJ4yfT0BEv+BuHi3X4GIbr9LxUWppaWtGosZ5RrCVidXYeLevemqJQe4z74q2KRbTW9hateY7/\nbaSgq2eMNmAqbFvUxOw7OGZMQxLVI6a/dT/NjByDQXBUBZ+WCWhceSYlXMf/PNKG6TnqJfYY8Zb5\nvhESFiVJ36L21KnHTK+r2Ux5XD1pQN2ns4X4l1cLf2QsWw+jhGwedlZm0puHoikRorTgVCA6ElfD\n3erpAyYP2nEWy/T58jxMle7eLxIuJWG/oyZmJGS86g/UdYg+adZLPtsOmowHKL6d+2PEQ7bU942u\n1UOmegNL4BnTt2BcDNswQMl/wnd8wxEf8HT2iJHE+dQDz8G2SxpqFlobuB15y/h324sW9Z+CkI02\nfdp6fgZUXCJbkIs/bvviiWXpljw1P7X+1QGT+qhWagoGJWUK7Vwjwb4OlrPBHc//diJSNjh1iden\nYN9SpkVPCRARNl7D8/HRv8mcm/yOB/n7URIV1Q5f3pftvoYrfxFZahEx9TC6ryJa+ziyqFwBtnCn\nhSxB94ZpWu5IxCklbN2xNrS8YrdymY3YHCl2fkVRr39BTcrcy1ST0CNecLyUVuSF2jS2o2ORiail\norbG9eJ8nd6MNdEMNpowmvvfT05Glx6+L0JEylq11BV+kjD6rv5GHdjl6e23+Ii2V4xrJ2RUw35g\nXv6kCIRSESrJ05w/9Fisg+UhCSecFr1jOt5yqba3Qgpb3ktPmB6FKUYkXPfpuVTagVpBBGpFMerf\ntLelLF4PI4RMv1w0xfm0/cs5PFGlgpIgYB46qhNsb1G8LltwZO4B24tPTU25r5WXhSTwq6z1OTx3\nqZoPVfs8osRyEep3LmTsg1x1nZY1QsiAZb1I3RpAv40RLY3Ar8H6y+WIUxWKGG1HZj8fQ0ZKRaOt\nGq01TPGIWsJOXrL/NB6ya4Rp72Vax3S/2+gdLZvXATUP97xjJ2wvtow53DKlnT4JAve1yFhEyqI3\nvB9GFMe52DhiD8Zq89v1yFjkw2wRsI0dd2L2EXXEt5IxTXgAFLIWqZv6diNkq9W5vCe48tdSCJ2Y\nuXeMvyN13stT6ZFmWYwU0DkpcOVcRaCKO/5tTyFrqbeTMeHjqsmERzxkVET+RhETTsIiI5NDffIt\nwjWy8Fo6NndJ7DpBY83xpCzMT/Y5ONZar9MDjrbhn2nrvT4l+roaskbruZKxeh4yVeC+IiZgf2Cy\n5f/D9gG1CsAn0GEA+mT0zU13/4oDfsNaaiMwUieOOFzlHWtpB0CbPEVjxkjGfESUSk4tX/WGRSGW\nGiyqhIxDB8r71n28fiknY5+wVqsCxgmZhyXqDHovFfn5gjKbHn9/wfROrXGX9J4wzoBpkihNDufQ\ndvZ7z2fyxzBFJ4JsYV9k24mZlwUJuZu+2M4LiWdbZht9X4QsMiJoXd3YOcAyKYs0ArYRPYfGB/Vs\n6fycT6iloI8V099qtiR5VgKmBE2Tecy9ZJoK5Da4EyEbDWGgHwmYdyetfb7N+9E34jYnLVpfO9yf\n8AFbbMFB9Hq3L/I7srjVg+nbcJWrp3rdHr8NnKPDi6PvW5ReYI8tpnE7nClKwxmBZeIVlbKSN43t\nVevjM+pa0Bo0rbVkSX31fa/BvrXKar98yqyD/Jl1yyqsishO9u3ltw7V5nYdze3R3a6Me7ZFfTsv\n2aibnZOa06ppPUa7Ve2jIiIWkbIlAxYXepk0gFrFkx8DxmpGJHajJPqjfe5jMdKuHK03aRnVIgnn\nf+cLQ6+8/ZGklTEmWqYMD/0o+1juT7ZmHVWTCn+3fHlllM4Gh8tV1vO8LN9pUmwPVW8w9y1PcDLm\nFv6l0Z29YyRn3oKUhCnh8r7b9/tXoALMlkcvWVTHPIRxHYyMuFdC5tOZv3Q9URpHsYF6vopZiz0c\nqeEHzGni5Emjt+MwayEtU1cUEM5tN4A6vJ2TkMdayP0xQp2BmIS1THTAvN4SkUTzt1ZypEN+tL4r\nIVNp1tYCStlFz6TPRiOGErAj5pFYO7yez76NfLtTiY+O2FBne5Q/iGjZgLj25sHPx6riyZ8V2l2x\n+DSBwEfs8Hqxo5CMaaVzdcTvFAncpePrNMVfl0+pvmNrWLJu73DE6Rxje7iUcC9k0b1lCM7lOUy7\nzsbC0Tfcx1jhj5jHDfu2e30iT9DS8bUE3GhCmR7BGiFhR0wddBRAEgeU1AkGdBQARWsdkviMEnTi\n0zY6SdPQtZ53x5XK+VfxSd3vi5HOuVUqEQXmtlNgFaXqzYDt1xrbahF8br3/BqUv5283PTlJpr0a\ndp563ihmX23NcE22zvvjLYTsWvRMiREiKutLmb5gVPXTv1QyrfuWJFV5gxHF6/b4feCcV2zxAzjL\nazcWkThtUYKFGYD523lNJX8pYUfLK6PZ9ZxgRWGUS8dGfPva+lshjOvir+VTsEc9xXkZEUnpQPKl\nksI9WA6vj1SkgXqGWzXebnGolPZWlMfcNFEGzVBzpAzVntrN2nyW+OlZc9fRAv/X4HmtfmlpG5gT\nnhaZVUkemSRbpqNb5Ap2RkHDP8fKs67Uw5BO52QxtymrO5X4KOeOLL+eP0jP1XX0986v2QxZRTZ2\nHVfsPGSo7D/iBd/PTsojSkegHUIk9pYmpoysC04974cRD5krafwdDU2ek7Nd9dZFhQDGvWV6nKqb\nEjO6lp9RLGWfZftTsObSCq3sdRi6XgujhGyUjPX2efAISRbFZkTKomOFjNGWSbtmJFZ1ak0lZM/n\nt/NULpGdDbZdsO6IpFF/ZssX2SJmOnk07e8U6yRDWisjYxMDd3Sh50FHNbTIre/359zIud7T+dgx\nbtOXrtH/6/SAo5IKiJ/omn3en0XKXiulissUHosRje9TFZIL7HckofTp5m9IC/I6GDEgTnVnix/Y\nSVCR+mE46eyvmGhDa9SqRwVo0oitbR/sXP0b1wGA2kPWImF6XOvKBzm2Qds+r9dbU1ZN+DFwjpr+\nimfMMxq6pPAEDlE70m22F9UIGc6qo8eoiLvxLjJleGtSUsbfuigpi8wcH6s7aZ95f4wSshZGemr2\nfyTDPcP3R8RSXn8D8aQt0cQu18D/np431hcl8eW8E3Y3Shv2QELW4szcd7Dz/G990WJUJydk7WQu\nKr7+7xdsccIJJyBceDcXnLovEnm+7/14yFohi6rCe9LZ6NwiiqZ3Pl7WqNZ90vYJRfhFxIwhCiRo\nrTxvrG1KyLQmjiQKj1X/++AthGxkO9rnHjIlY07CIo/YFhEZIyFrzTXWS/zAFhHR40jV1S8CsE6t\nNzl0W1Uu6LWVaFEyNv1+Or/XFC7MyAIX907IVJXxsFCqDxvM+3CKIMhaFQdV8mk/VCLA0QFsuS0z\nCbfXKa1rVB6XHkCtLEf7YMdbNTVCJB/mCl3rO/X+0glZ++rt4PsPOJ7l4Ehtvw1GDIglsPyIH/iG\nF7xiSmHOEXDsnzRrH1Pq8Dcz97lJJDKVRCnXDygZFvl9IkLdImmQc7mm1V7rEOvaQY5xv2K9MiKu\n8ZAVSRORMY+loJmO+xyeU5trlSSuaNMbssF8mIVe14mZmqEokWjUdC+ZmjzaQ1reLyHrmT+X9nG/\nk7Be5JFLenqq3Hupv3vhiA7//vx7tiN6xVg3aPCn+VJ73lvp6w8mZKNF6X/nv2mXYPGy+WnXpn+r\nRe1jT3T4K4uoJn5TSEQ7kMAbXCTuIvvj+yRkqrpHxEuVrYis6baTL18vk7bteXwaG84r5oM52dm+\noDQi7YRpVWMj14BXp+OtFMJ6fA1cQ8iuJWW+7YRMyZjuY5jiCybxWwjbB9Qzs0SLEzG3e6qSzvZM\nO2SPKsf9xprkeUyQRnbWPgGrbe8lux0nRF0mY+6Z0jF7ev72/Ft7JBeDLSXfezGeR3PJJ9T2ZPXc\naUtep7SuNR1y7aTLz+39bescIqJE9Jp4wor6qktmviUPmfb1/hRztKz998Ooh6w2zm7xN7bY4uWc\nsOFvxJNseEoZl3it/lITcvD8yBvixEv31aaj+d/Rc0Nszvdiq/yA2tir13wMRj1klCbbcK6vL6jL\nJ/KSEZFWoWN/2G407Ex7ng1q46xCW4QGaCsZ4/YRczLG3pz1JPZy69598BT3wQghc3J07doJVot0\nediie860p/to5+rQl5E+1smivysXEnegHsXKv/mI202r8w4ImdoVPBhsg7anzIkcfSdUAo4o4U5+\nvs/eTp9Kz0la33+LF6hIVGjD1d9q8eqRsfdHyCJh3iNfaifU47jBesruuMMeh3P6fR3UubXfL/Zb\n1T4NkWyRLqBPzNbCzxCynjIRHdOwQ84IE40Vmw/DJhlz4hURMY4nc7tnFNJGERcZTdo5HSesmcyD\nGCFkSmhUZKst1cV5Wej1BVjve0q09mf8tj7dgJ4H1GoLn9G/pY8LY7/vvRnvzcTC2gpdRK9LyEZt\n0C5tIml0lG0/5vtH3k5lRiv0vW0Sis72vhyYEzBfIsMjv8DhQjzWwYiHjIZZDX+djDkTMdvhx9lj\nxtyf7HXUE8PyZK3XTIinK/YDdYuMFHEn33oej7t/eo/ixaNsYmm7JvSYCSRGCdlk0mtNvEwiFk32\ny3WkbOuabcfJGcvpSc79YIujpQ35qFkdU6iesXn7dbiR6/4YJWQ+3MNjG3QBSv3byG+uI2IWuUE8\nRo3HEBxHsL0ELwNek8/+qXEeUNrqHrdrYw8mZPraWmx7zIvTOS0wLwaSqt491Z4RWWm1akST0Jbt\nLV5wDMQRG53+bjXE1nDqdQjZtVkWW5b8XkjjNR6ykXVRYHc4YYc9XnAISZc2ere/a5y4W1haA0c9\nZvk9E7Il4tUqLSVkERmL9tODNs2HpARMJ3hW5Z8i1u3SOqZJiRlbRGQ0WabK3pHfH7GoreFfvkfO\n9PfkHaMwpOK1rVRjpQba56kYVe9Ya2i8qi/slyP1xym9qrMuaiPbqc7wsq6549pYDv89SrKiv4ne\n0kMAXS7sqnOWwjqpyutfa8sH1KcdIgAAIABJREFU5n4elVR6nTnUW7cORgyI1B00WQxnofoVwCt2\neDlnR3vF09lrxh6H5Ey1jpFxXuic42j1DhGx5bkMyd+geMZIvBhiRXJ2lPXjMErItviKEk+hEkJJ\n2ReUtE+tHLxca3loD8by4XfS/pN/H41JIrSn0yzPOnKWPR8JGUNXXca6IWNz+Vs1cq3TB44QMk2S\nRnOex1pwUXhfF/X+vu1eMepr6j0D5vpYpJtFMp/tJSJjvP4JpV7w3n4uS4g95y3wYEKmwlsfRb1c\nQB05zb+Nijr6LPqZVUHQTlvHTjhv96S59fYOP/DDulIVoE64XDw+2751Cdk1IYtLHrHIK7ZEyKIh\n7Etr3rdWAnfYn8lZSbuvDTiaJw2YN1wlX9zvjTzKCnlvjIi3lvWuR756hIzhid8wCRUffq3jxyYy\nFoUlRmSsFYTiwSi0dB9k240o4wr8euU1YtnsGTAYjMsRKntoEMwzigJJwT4pbNHIhIiMuXdMPWT+\nfOyjW0TM3+GAqYXs5e+Wgn/7hPqeuNZDNtov/+wbuWKpYYu1wa9XNtxm2fiUEQiOuZSK6tO0pjFy\nPcV/1EOmKThIxrQNlba0w+uFnAF7POE0I2RAW1K5CWQeWHgb7M53Us8Yt7W0IpK85gyMBctjyEiG\ne9KB20rYnJQpvOY7OTui6FzqHeN5JAFOzFyfUy0nSgKitczjhPQZtWwmEu36zf0xQsgofTX11i+2\nzafWv3HTIPe7VGp5yzyEkZLkhFqiaBm4nnYt9HqfbD+PHeScW452fgeEbMSj1TsOzB2MbnvgmtYz\nesfUmqap7iNbqF+POGKHF7zIPd0C4oNBI1H3GEI2KuBUqGvuKN23RxlLxlFb/rfAGOnSdSQK54RM\n10ccsMXhHMY1pbPlhJokZt6JqiWlZSFrnbMG3prUY4mARcdIyLhukTF6yXb4iKkueXiikjENU4zI\nWCuhB32e3nVrl6ld8LxkfPzF/TGiouoX73mg62Ob89gxNTgUC633Ktp/ebgnr8Lvryqo1ySPGPB3\nOF6ebVJwTpdgtulp3IShfapPiOFi9b74GQ9ZZDUljpi/wRJB81rj3jKVI3XqoxZcqrT6Yz3Wk1D+\nJj6W7d4YNSD61BC+3T5Ow959aWZ07egr1lRqhzo1O81U6jHzK69Hlmv8MkADW6nsIzKmEiMa/QrE\nZIfkVM1R/G6UKqqbLQXAu/8q6j+UkNE7pjEOOh40/mu9w/3xPwfOecLU+jj+8ldM7/YFc3M7vx81\nQtj+iHAtxVBwm55iPRZNqaRo9bWt/vmI2kumf0N8DM69Bd4BIWvt1yU610Wkv4paaFk9uHyS7c+y\nT4sZiH0hLnYn6JiyVsfgtkcEx9kxvB8PmYcsegIPNo/W93XbEH5yHSkQ/e0jdtiev/LL2Rrc6upa\nYW1rEzDHz44hGyFo9G9Gae/bZIxddeQZc0+Yi1ZP4uHjPrhE7dNzY9KOBtRtuKiu65GyEcumloLn\n7dISqfN0kZ7yy9A7NoUtRoq02/v0G6vqA8zbl353qjCK+lxeWe8+9Yin8/+Hy975OfVV18JISUWE\nTM153KcKSevvR/oR7ylbS3zFpb/U+gXU9bBFxOISUSV2HYzKK/YZVI1HesOodwTm38K3l45fc+7y\nviNOl2leaBJVL1mUTOQRGJkxjgHuXBi6+KWxbpnwgLimf27sZ8wF1zoOj4ZblSZA/U0ZOrpHbKI6\nYpKfJF+v9ve9UZlzeXB//O+Bc55Qp+hiALDHZKjpz0ka+0r3iLXCF5VwRX3o6HYL+txRQhDv48lE\n2N42su9WeDAhc2ioSyQcor913u3nfbDjkTrqnDsq+h6mZ2T2Re0YgbizJCKvmTPz++FnQhZpXaSS\n1wtX5DcGrgtPbK2deEWiqHXetBwR1avHCrEe3jKG7Bpy5qX6djLW8o65KI3IGQMi1AfEluDDh6Pu\nG+i11fXGkI0I0khB9oXtabK3unfMR7zORb2SV7URe9ji1/P5av/VNPW90NDS/jTch4iyUr0nXDPa\nORLU3jtFZIxrr6GRac9Vcg1VPKCWK/O76F963xjVLwT7dva3LXy4nLFeu7pm3kyuVS54b6j7NOqj\nTYH7v13it2SX7xs/Z4cdNuc7uWdM9YdHy7ERzeIj2uTLwxSjXotLr0RovKKGF/1WYkYi1kvoQTKG\n8/ZW7s1v73OQsWX1TB/lCtoP3x8jIYufMcn831FS+rvpQrVsJcOQ48A8ZDEiY3pO5BXj9aJgeOLa\nfikiWN7Xa/mTmLUGS70FDyRkrPJRkfHTRk0Ndo4WoVeNo6x1OLR3xkf0QxZHi/aALbY4nkmZN1Lv\nMKMxZOt6yK4RcN61qCXSj7cWXq+3dqHWOnd0cRrsdSpSE0f2rate/gwha9HjQ+P3NCasELG/ULIo\nFjJGmyXJVytk0cVoFIHuZMwzLmr3HUWc9wNNrmnBt8FI99wqlXapuXfsGaWvKCEUfm/tHxmko+oN\nibM+E8fd9MiYtqP9ZVrnZ8Rhvm5Cg53HfWtnhBtReShBtE+mtFFhzXdwoR5tj5n4JkQRFofLVZau\nqH9VymtOyPwOPVJW7sXwr3UwouYD83ftyQbXCaLFj0Xn9vYhuJ8/58jvSY7tzsaPeX2oEY0oXQsj\nmsUn1JIgkha9JUoiAcxL4oRaz9Lf/EZq3NIeT/sjLVV/D16b5eIhi/SSkUhHZUYpVsaRrdOyRkIW\nSY5fMJEyJ2NA+X5KRF0jb5GviKTpwAT/WxKiKAEbNYK3IOpFP6FOBKLl3Osl34J34iHzTx51TFHX\nz0/PIgJq8XiUY/4J3aMSKR4jWazmxbLDDofzKApg7iFbSn3/vjxkfGomQGn5VKIwRbej9AhWa+37\nNHdV/P3bgtWvCVynOvX23Re3ImQewBOVqHvI5mRMPWMRCeOi03e2khYrGVMx+0nWQEzEVGy2PDgF\n61HoETW/5xGL6TO/lgYdMnyJhGhbqWH+nXxSaCXVQF0ztByicG6eP/2Nz/EHzEN/1KKpT6fhItGE\nrPfENR6yCJFgbplzRnuPVtY+H4vcnxS6FS2gxkigqIc9233UX05+hBNO1dH7YtSACMRyorUdHYu8\nbG7I9e/Z2vZ7uR4SkeCW7JrmHNxjrilpxsBW6a2FazxkbqaLTHcREYs8ZK2arMe0R1PvGEMRvVVp\nm9aS8F5eS1MTeqiMVW93G8fFM26L/7Z4xhYv2OJbpTXrE3J8vg4y8F4jGje25CHzucZUZoxJ/Ros\nSz57z8yu7UvLv9Wz3ALvgJBF2bd0zEPvdVks3hV5JxYd806YQ+Ov4deta37EEa94OYfptTxkxPse\nQ+ZKWqTCOxl7tf30v/B6o+vRY28RwkCsJrm9BahzLvqxdfAWQjbis4wWHT/WJ2NLSyRCde15m5yU\nqQ008pBFJAGz30sDtW+PkS66pSzHhOwZxb+lIYtAnagmDlv0b6Y+Nh0az1rDdOGaTCX6guX5KYzp\nxYuEJsvhKTgWnb8GRj1k/rtFXVp/74rD0vv5tVUJmkq4Nw2qXsWvpvWKV3ai4dKo92aHodp+G4x6\nyIgeLVk6ttQmW+au2ogyThN65ExJ3WSCOZ6/Ow0y6qXxNFj6hmu1q2tDFiOzXS+mQqXECCFjyNuT\nnMOeTcePKQFwLZBeEsjfk2RRaedxDVncyXk813VA9n0l0+KahOy/D5zzAuAz/sQ/sZdnUwnx5XwW\nMy5GpKxFxHokTcuoRdDeSta8DHS+P33uiE34398CDyRk/Ow8V4tgKWwiEm06NBP2dyNKvqu8rbwp\nbnkkIkV/g5dLOom5hwyoG6kStvcTsrhEvnxflOSDfhn/5lEGRV9fQ+CuWQNz8jXyOyJs98coIRsl\nYRQUUdgiCdn1Y8aWCFlEuHoZFtkdA3XIXcuuFpXHVN7rZll8q4dMS4KltAXHZykRI51yxaLAbX1O\nxlS1ofrENOEvcoct4u/LtrvHBqcZWVShqQQsspJyrVlQ12pZo5KK2KCUbkTMIknlaJEy7f8VkZpe\nvrCDT+B/sUNRX5WQqRobSSK/Lu+9uexdT3UckVc9LNUqPR4RrdZ6D7bT+JjTBN/+tHCOPtPk09nh\nMCNiTuCBeX1cC6Mhi+yFeinVfe37gD4h26OEKLKWu5fsFbVHP2qbG0ytiONi9ygt4YTaPaA1gd63\nKOFK1Ko2OKE1xv0+GCFkP8De+jv+ic3Z2aBS5W9M31nDFV0jbhGxSJKPxMJEmlmEpZbPcovyAQN1\nOXnJ3LKkHkjIvKj2tnbne0SQolmi9POoqGgJF26z+FV1i5zX/rfaxNQRWqrIFq/QcWX+JGoxKWrO\nGhgNWdSxLU6+nIC9ogzD3KEWONcSrBZhu8V2j3C17CyPI2UjhGzUfutEzPe/4BZkjFkWPZNib2mR\nM6D4X3rdNRCVh04kuQ5+lpAdqm1NVE+apMkzav9VbBiKPWRKyEjntyikzD1rvCYxtVGGK5IoRvP+\nRfvcz8lz1jFGTRgpqZYJh5Kq1bP1zDkj9/SlTuqxbISor+RzkPHNlTT0gukjbHDAYUWz1KiHzPuC\nqL9eWrM9tOYwY1vxeQLnc53VNMF9Jbpf5SjVf31mytFpTtWD6BQqLR9FwhQjJaWErBUjsRRjsRSy\nuEcJoeP9drZPPWdALf0dJxSvZKQJsFTd4OljxzSWR8H7vl9CNknRb/gPbM59v2bL/IJ4oIob33rE\nzKW7T3DTI2I+ruwaeFbN1rF7jnO+k+wbUR+paEWE7BPanqiemDuiLoprXk8twXof31ZE1sjo2T5U\n48p0GHE0rux9jSFTiypDmVrWQRcq3i3xekvrpXN8O3rmFtjUemSr1/QfYccfnxha1S0tFaXPS94y\nkrA6gccS+fot2Nfzfuk4saUFiFX460jZeqU1Iky9tNoLiY57x+ghqycy9XtzjC2/V0TGns/nvqIQ\naAYh0g4fzfE29Va8P//KczpGAZNK0qJz1yqrt3jIemSshZ4S0QPlwXzscb++x5TO6xwQ17mRt5ru\nP/Lut8Ooh6zVd6uq3TuHJazE6kW2/0aZkoL7t+fF/8a/a+s35SbvT13GfTrFS3bADkcUgnCUMx+d\naXGkpD6gTuXUImRL20C/tvv6GXVKMv2y0eAEXh+yLzqXx7RUKVd1HZXNBmWy4ylsbhoruA7+x8A5\nf8GNcX/i3y+y6AtKOnwu0Ts6KYuIme+jeb83WTMwJ9FLfSxj6iI8Bfta17ulrHqghwwoVVs7JbX3\ntBRw/wSRBWzpXP/9GXO0LI387VYuLtFIiDKuzBuk2iZJ0KIKcXtcG7L46YrtV9tWG94tQhR7GG0i\nkcPcg6tc8W+RgPvi2jFk0WgGD2d0Isbf8zFjvcQdLTKmhIz595yAfUTtQfPj7J6PqLvryKYWlcej\nVJJRD1mkNtTLBqeLR8y9Y+yxSIImBcH7Sc8fRhGnpIxp7znV5xalvDzJPsVioQeaVERJGX9/Wlhr\nSXug6r1xjYfMa1lLCVRc20P0pF/pQT+gHVzjf+HqofbVkO0oCUiLbum9PuBws2lRlzBiQFzqsyNj\nDluU7juiEK8XWV4XfpOY0cMcBYe32rsTQsi2Tm88ncsrkIBFkw2vS5gLrvGQ9eIjWiRMf0c96OeF\ntQa/R/1Ny8QRQWmTEzISZh07xgmAjph7YlQDWS/j7H8dOIfjjFmjJoPEv/ANv6CMNX9BbfT1vrPl\nDYukue9zCQRZtyaHbvW9DDFVUhb9XetaPVPYz+CBhOwtinX0W71i1xIzPf+IwsVZ/Bpww21NEeAz\nAUXLnGTucAjtzUTUUO+DkerEKnKU7UNjP8mo7uN+LSfu47VoF/JjI56xtzYJF8ajQjwibPfHtT4X\nVad02H5L7VKq3E6trXACNEqOVEncyNpxQEns7hZq3Y5ChGqyo614HbyltGIlTUMAWVPpHdMU+CRr\nTzhh1/w2OszcvyNQf19XNjVMqyigG+yq0YJfUJMr9YK5tyxKWXzNF7wFRgiZ9uCuNkfkbOmcnkqu\n9IiltEVtZa+JshqSvD0Cdbtj2CKVen4B3jEy5yiZ86c+YoPTSsZDvsMINigpGPR7uH0+2laZrfd1\nY6EurN3am6rHK/pCXks8kdknO8/nU52uz4yLpNpcb+UvWKKsg2sgMm87PiA2v7W865vgN0s3Ot5b\n1EumbfZW4LPQn8l9fG+tnUc5lxrUuh7OkTdvUxR1KLiO0ZJukbnIW1Wkx+i9/MlaHi+XMerZXCJc\nI8duiQcTsh4laS0uKLxp6mdvRfpGymSkovJ+qtJGVc+rnUOV/2nA5gEnbOUMDUnhAMP7Y1Rx9CWa\n+JLb0Qi5CL1qrWGFfs1r0bu/hx8uETI/fz1CNgoX3ax1R2gNLNsOCijG2b9UYaruX1NDxRZzsaft\niirlE0q7fZVzPdhNRfIrgH8C+Nd5/dd5+6/zwpyQTEfyN0gins4hda0xAffBSOuNRI+LrUPlbdIg\nQhKwvRxjCukdfmBuW/bv6uIJAP4dwJ8A/g+m76zfXH+Xb/87Jmv4VxQ/aUvN5ZehksiehKq+/t1a\nuKYH5DO2iJfCf/P8nlnBj9XUl9Znjthwr7KmU4nu3nqTaIzUzn57iN70pBvsLgR8HYwEbmuNIz3p\nqfT6m/0Sv5PmyOuRVW2zPrF2JDOXal1EndRoWFrL7jyGb4O5gkk4dVwDI+N1I0l6C6nq1/GSVm+Z\n98K3gEo8vZeOAVXzCHW/HeY1ZR38c+Ccbyh9f5G3GtzeMlBpn/YJ8z6t5Xd2c+AOJSi4ZfTqpbNX\n0/u1dczNM/fCndrnSICVelUg286NtaN7RUmqySJrKdHeJJ2gufDqEa/ehNK9BXJ93nOynu3OjmuS\nMrWKfMR40OfP4a2ErLU/ImjRb0VUBUerZe/5R94tcp63fvfq2f0xche+sZIuJWGj0BC0V5xwrIiT\nLzz2WbbZ3mDnUkmKrufKkaaB2GISCCRic2JQk7IylkPfZT1L/sjXXjI01RNB68TLDPJkT/gFZdLO\nKY5/hy3+QikXisuWws7nVeL1H/Zbv/m0/I4T/gDwB6bJQjk1eMvkpW+u/hnWCj1/3ayYfUQlxWft\nWda1N6RiFikjDBGO9rmiUqc5cD9CT6X1JyecfEVjoTxs7wUbHC4pe9ZrV38NnOP9SNSn9PwpkSrp\nHviIlHGhmh0Zd3sysvc+G9uun3WLXRVxw6tS0adeoRkC740R41fURyzJuZ625X/fKmEm9tCS0Zif\nn0Xr+aJsqR654ub+dfAfA+f8gMvbDbaX2Sw1ZohQqbZEyFpEbCu/1VS0R20eZ9lFRMzJWKS9HW3d\n2m4dv1VZPdhD5uuoCisJ0tEuv6AkmXA7iK/3wb5j8LvVXHpLRNKiyGAuT+Dwzd35vC1Klh8SsnWs\n+W8hZFHQG9Ea+aBYsiUv/W49Y+93a98IIVMiHx1/P1DrlO9zrxlTPURgEoHiJdNulYrNZ9unJEu7\nQfViR2t+46fOOa8owkCJ2DfUU1iTkBV/AkdCvc+kHlEfU5Q7z1742bY/Y/pyStA4F8wWP+zMls9K\nnzfyiv0rXH7BDl+By0Lv2C/of2fWrZYAW8+LOWFUkDoZUyIWkU7+ja5bAaSuePA3aRD317M1uRfZ\n254+kdevD7JfVRz1CLVDXpWMvV8PWWtxrxm/YaQ663fZok3C3IDsqnYUUYJgO3qXo2y77Cny+DWo\nyarRsC9fq32N9LUtg42/6bX9tn4h97yzpJkGX7/+kods9Dm0pCMStkTS9O/WwYiH7Dtq2fujmtQ7\nSnPGVrDkIXu1tRIz9Yq5WYT9jmYbBuJgZR9J7dobvzdb3NG2teXq8I6oRf8MHuwhUwW+RXRIwtT5\n69veCVPB889/lLUW4xLxWjruJKUVATxX5HeYwhc5ZJdxsOsoj28hZFFKEideERFztNSZVhft+3pC\nbeRY1O074YpCFJcs0Y+HEjB2LOo1Y+2jV8KtpmpLnrxkBxQvGQ0jSsD29lvvQiWoR2qjclAi/Ipi\nmSMp+4ZJSLh3rHTnPpny+xtDNidh2u/xmXXtkwhsUNR0esm+ANjjhO8XL9lInT2iHaL4T0yhjNP6\nGVv8DuAfmDxjv6N46b6gbv2qYACFkCE4Z6TXuDVGlJ7WuEsqcK0ewN9LLcUtq3B0fCJnHzD3jkVE\njNutKVtcpYhC8VqBlCVMkWRsXQ/ZWwhZ9K24qBnUjwG1+qfG4Fa4YqQntMjYEinT3tvNau7Jm9Lf\nKynz7M0cf7iW53mUkHG91DsttTE/16WJ+hSVmCneqgxHhphIq+VvJVvR8fX7wRFC9gL1kD2dxw5r\n9AmHBgDzVjEashj1hU7Ktpj329paeH/u91gdT+Gj5OsQXAPyu0ewb4EHesjcHhEpKJGyQlXkFXPr\nry6kNiRmen1/bT/eI17+XN7pupcImPN13n8a3nnEEVscLiEF6413uVZxbHnHekQ0qq7eFet27xi3\nl4TayPEeIeuFt/q+dTB6J34dJWDcz1qn1iW/9ub8d0xvw852OwszjPJURYQsivb2nEhLixIyhk78\nQE3SnJTtZsTl/RKyuarvgk7HkHGhqYBq+hYl9fBEmXfY4RtqH6GrPHpfDQdVQvbnZXnCyyVEkZ6x\n31CIGU1lEXFRIqaLpoLm366FkXuxTfn76HG/pvc2k8Icp6NRpSQKU/wbQO0HpYdM1c1en9R6eiVf\nbofW34Ua6pgRXa+DkZBF74vY2zEdjvtKDnLM5VorZHFkLNmSLgFcX9M5ulxlULkGSdlJ3o6U+wm1\nsnlvjBKyFhEb+fsWGYuurYTss6z1Orfud1i7gDkB8/v6vvXCFYHrCdmPSzQEpy3okTL2IAyx740d\ncyOVkjLdpxopJ20B+oSei04jw+eM5BTsuI7/83i4W3kzH+whA+aERj8PxZgnQ/WF1i7N58WOWIlZ\nZBdhygO9pw7MVRLS4sbaGbcmoGY1USHB6jF1lRMxm+6zTsd5reK4ZBtYOuZdbmuJjjtNXUqhH+3T\ndXTfaNhnj5S1mv/jwCc6op0eVmsgUIJ4gELmGGe/v2yfcJyFLrbGlikh06cC5uXb2qe5kF5RCJcT\nsCipxwt+QS0k1k0j/BZCVit3SsJ0ZjClwUzqQTWdarTOefMvvOA4m0Mmuj8JmY/RK9tPeLkQMZKy\nP1BI2a+o07+UrIDFx6Bv68nAfcbCNfAWQhaVXO/6SshaHjDf1lDGY5WyRT1k3jfpPtZ29nXaH+9l\nzYVebw0WqsmZBkzq8r48ZOrf10ga6gLcPqImZ0pj9Ds5EWt5ydRYG+kOsPUIDWC5uYziszs+4IgN\ntuf5yWiUY+A4IyLWwFsIGTrbjkjKR9dlSe9lW8mY/k2rHb/1m12jkQBzjWY9jBKySfZ+xenSG+mE\nNlpe3j+WsOtl75iPG/OF2jlBk2+kdQJz07q2ev69tngaLrxslIztZd8t5dWDPWSujGj8us8c4cTs\nU+e3nstruOJOsKiceGlHq8/o/Li3+H2IyGOnnfhpSFH4eYzcRatf7117Np1el9kjPtH4Lb1ea+1B\nAdHan6NHuHrnvD/ok/ErkITR8+WkjASOKssBxapaZ1zkN/AkHlHolJNwLPxuHXvFFJ7I2dF6ywue\ncKhIjBKzdXANIYus64eLaUlJGDMr6pq0WEe7aO90AvAnvi3cn/21jhNTUjZ5xv4NhYT9AzUZ48Ln\noZDcyt30zjpJ+VZ+RwL30Rjp3XpkjS3DQ3Gi8WPRvjkF8pxmkfHKnxCovdVa9q2lDKV/xukygP99\nEzL2PaoH7GXfHnOiRhVd10A8eqU1lszNDT2ZSei2quGqDjo9aaVo4vGpjHfYY4dDZY5ecxzttYQM\nwfYIWv1EJLmX+pSWMvwz3yy6p/cl0dxx62IkqcdkFP2KUzXrqOd7VXgP0yJkkYFKIwWi4OlIi/uA\n+bfT8o9ierTV8Jk/2m/KUW3ZUeu/BR7sIWsREk+zrR0rt52Q6d9QpXRLEjtcVwI/oD/0srdQffAO\nWKGWLv0NOz8iDffENYrj0vfpHVf4t4+svL3Jmf3ZW99PtymWohksekk7lpb1gktHYv+VrnI78pIp\nKTsGfzONGyteMhKaw2WOK/WOKSnzobPXdlMt2+AetQesvb3B7qIokrRoR/x+wHqpSty0zz1hPsGy\nhosdUbxje0xCMjIbfbuEe7XEC9BK4PGMLb6ikDFmVIwWlr6a5F5QVEnNbkYy5oSE826tgdGeliY7\npTJ6zK/JRS230fgIhik6GeO+eagityM1NgoFjt6WT6bytb084XCpd2xXJGbrJvW4JmRRidcOtT+Z\negEDnlhCPEaK6SnvKeNbapl7zCI5GMnFqLa7jZ77KHfY0vyYysv9hZi9QiePvz9G6kQkUTGwJqK2\nGxE81S6B+ddXE8UIbkFq35PBaern+9jggK+Y5AvHC2vIYstDpj1Mj5B56PYOhZRtZc0Fcj/qMr3p\nAih/1FyjXtIj6roSzRPs76TvdqvyfLCHjJ0iB9dqJ8pOlaqhEjEPT/Q5d5SUaaQwyRifj59fPWIj\n3q9WGGNUJVpkLCIXvn1vjDhbW8JlSaAsoUXGPPwmCoNrEa9Wt+vHdJ6z6DlGiVik9Dwe2inqqAO2\nKKBucSqwNijBO2yZO1nvLkNsvVyUlOnvVt2OtlvHqbYyoMuzKU77mHBAx1qxp2CHvA5GDR1RVtdD\nZdFmD8e1Z1lkr6aTgahKiMv6hG/4hvpbU6RQxHGumZLN8hfsLuPDNEyRi44j4xxkLpS13gG1Z4zk\nw9fvjZBpO1HpBMx7cm9P+qWjsWI71MSsDGT3RB5qalBozY76I29X+lTuW63J2OY8FvMpeAqGLa1H\nyK4JWVTjLImUhiSq7HcdgeiNIfOoHiVjUdtuqYq9GujGS659qmGS65qMlfUBRxzOwyHW0S9GpGJL\nuiJYK1pSwomYKtiRh8zP32PsuaNr3OrcR2gTvw/0tgyaplcs8o5RI9JgafYoak5vjR/zkG6NmPjb\nfgO1Jqb9M1Dkh2eXjjzdHxL1AAAPRUlEQVRkQC0V+Q4qP70VU34dECcZeSse6CHboB5Yq6Jbwws+\nYXrlZ9TW+M92nqolXLe4ss5h7zYUXSLv1x51dqpjsI7u2fv9KFyrOPrftEhPRGCB2KobNZVW06H3\nLEoU2/vt+6KuO1qcoDkRey/lOMHnotGnU1Kmncon1JZ/qiRqC6bK8QyGMPpcYi2CNlpGvu0hp1Rl\nmeLAR9pMYYoMn1JSpsTm/REy9hc7aB/C8W7uKfuEeZZFILbP+5dlrf2G7zjOrPw0UP2Jkt74L3zF\nAb+hEK9/AJffv9m+X89roK6DqiZyn06ISsvnd5TS/YEidO+Na9RTJ2Nc67u5AqjmN1U4mNKeNTma\nennuHVP/1LWI1FiG37VJGdsQ25SSMq7fFyGjXqF1XIkYW0gk831k0cj4MR87xh6zJw97BK33Xrqm\nSQ2Y1zR9v8jAfH+8hZABPy9Vl0hZ79yoHv8s4eppfkta4Vraxb8NnEN5qsYY7QeUkBGsfSphgOWQ\nxShwWskYr6XESTXNFvF27UTNMKoZtowA+j5s+fTe3apVvYOQRQ0xYLEyaEqJVzR/CI+/oiZjvY6P\nn1x5tXZaI96v0U621fyWttcKLBipRlFYlS/RtxmBk52ofH3RZ2d5LRG0pbrQEw09MrYeKRshE2rn\nip7Ks2y50qjETMMaCxFjGCN/qe1LtzU4IPr+S7Oz+BKNaynBDRqe6KRMBx2vpziOEjJvP3tscLrE\nAGjv5xkWlZCp+anVA6n18jtesL3QoRdMVOoIDtre4PslLJHeMSViTsb0mL6dCmMX1JrK+G8UIvbt\n8kZvIR3X41pCBkzvxB7aewxXjWn2+4Q6JFHHS7ileFJAmPnPR2xRFdInishWtE+3OSRdx0bV7esJ\np8sTeFoRXdZrV6Mhi71wQh8r5v2SqmY+OtOJqxtluR1NDv0zpCjqtfU5tU9t9bnrkTF/4t45LUm6\nJFl7b9IyrbaOa8lF1xpBj4wtrZeO3Rv/ZeAcRma4QVAjUdzjRGPVq+wDlgnZEkHj9T4GS2s8a8/M\nr63DDYiEn6OyjeOfb4E79aUjIYsMhIqUbiVfr41zlJBp+EDUAUXNUz+rdmLemUahjNG2etN4HxXL\nCLY1k9ytbETXYCQwKArDbAkxNM5xeHmwKUVNRsNToybUU/T9OZbqRUTGekRszW5zGRqe2IN7xFy0\nk5Axqcce9ZilZwDby9xi3tVxm9nAaEtqtatoW8tRuz5ddlXiDhcWmp1Qn3IdXEPItH85VMJFiRjX\nGsaoHjKaoTwhhhIyXX5gh+/4E7WN7y88nyd81nFiOn6sNXaMg7z1zVhS9GvrMU67qwRlImMMgnRv\nxeOgRIwCc4N6dj22n0/2W5U+pz4apkiPGRWQeRIPX3tf5q1Yn5zbmseNJaSysxCOjYwbo09OreRq\nLX9/HjKaKDy0MJIXvev0yFgUvqgtcIkMLT2DmzB8H3/zOqrDeDlH9eG+uIaQ6XZLqkb7RrSLyCu2\nH7znyDO0zonWre3e8TUw4iHboBgHPT5NJ5fyWkvJpvuWyJb2k62FuZepo5xk0ToRDUpx+cne1MkY\n17ymRwy9opi0/h8gZBvM5wqLFDv1mrnCrp1vr+OJCJmSsiUlsbWv5U3T+0bPsKTkr9UcRyJfW8Ll\nGhJ2Qm1T5lqV9xYZo39Dh472yqRFzkYIme4bIWLvj5QRPdENlJbnX5MgCaPZREMWJ//YAcfK/+Ht\nlqLPSce126o4vmKD00VJpNVO5+h6avx+v4RM37OMH/NwRdb+aGLoVot0k0dE8l7wgpdzFPzvmEhV\ni5A5AfsDdbgi/WysFdpi1eSktJtjxiZV+xcUf9s6hOzasWoqtDcoPZsTs2hx/64SMR3AfpwFCEU+\nqZE+eak/dLJRfqsRwEeveYqR9ajzqIfM+5FIRvt3clDli8hXlOyD92x5xxD8JpbksLYc1ibXdUbX\n6+AaQtY69y3akLdB7qOiq5Jf2/InO7Z0j6XjPaK5tM+vcW+MErKehq5ak8okbwlsTUteMfaHHqrI\nNWUZjWLOADxnafT8GmegWifrhYO9xwnFK0aC+K6zLD4PKPpHHM6hTxTNvSLv7dNh7OTifn+tMvzk\ntN0uEY5I0W918HyOSB3WKvtk+z4Fv9fAtYpjJGR6Qo7fi+c5tAkvkbEWIVMB3CszH5rJ+3tX2CJi\n0fnrqfgjdzqieMl0UujoWirS1avGr0O/c03CSubFz2AafIaaasii1ucobIhTAfdCi7iUrINKttRU\no2PFuH7G3NTzvgiZ18fpffm8+uzuFXNC5sIIKDVYBzX75NLPYHqUad7Dr6jJF4kW9/+GOQHz3+7P\n/IG6N+ObUpiV9ZPd5ZeBb/jzGDFJcTqICOztlZgBcU/hwbb0DG5RhzHGiap8XzSdttuitZVrP+2G\njtoDzVBFLu4pYxijPtE6GE3qQZ9xFN0SkaQItH3r92HN1fFpSv6i8WQRIevdF6jLTSmGnxNdJ7ru\numQMuJ6Q3VKybmytZEtbBdeqBUbXGbmX72u9z9I7P0K7GCVkSyZqzznNFrBB3UpahMyjB7a2Jhk7\n4iOmOXtPFznpGl70/JGWCdluffe5lC76EJ9rj9vgLpr/aAc9JSI/YXeeyHBus3DlLtqnY8YoNr1I\nnNS5h2wvfxcRr32wP7LktxR+bisZ6xHOtdIP/Cwhi0hOi5xpNdeqH80OQUIWqaHavJ2YtbyavI+G\nzulzLKlSS/vfB/hlNENQJMZVGLnadkBtQXISxkTRUwd4kgQfrfYZKTM9RWcXEjC2HCVdmqwj8rF7\ni3pfST0i7+2pIk/aEjxcxFuDQ3tMJ3TfURTsL5iskR9RiFW0VtLVO48l+gsmIatmFP06OoLpbwDF\nO0YP2TqEbKSk+OwqXVo9A40bUTA631VDNd1rFo8b830qvxgswzdRo6C2ap7jcsuDhHazHldJGZ+G\nCT7eLyFTGdGSU7p2eN/V6r94Dx5rycronkrzW63YKUT0vu8PP0vIlqBfttcHKtz8vsG8hHrPOnps\niWS58t86thZGCBnB59IsB1GOVyfARETIdCwxIyY0wVE9UIGawOHi0mm1cD6Pf1/3kO1Rf3t9D0I1\nXp1D0zM//izu0ppHRKnODFXsfVN61unjMlJUlebIs8RIzqgo1PuiSSN03Jn+nVq4Rgbm9hYnIJD3\niQgI1cY1A6x+hpAB7fFaI9dvdUcRCVPLMAUlu1e1FDspc/sMt5mpMUpfP0LGYNvvB07K+IYnOeZr\nyJpvxC9M8vV8vgZbWplP6oDjjJB9sCvRqd8ai7GbhRh6jDpJBa9MkvbR7urmjscIuWvaVVH2lGg6\niWptR+/krUm9iFzrmCXOE0ZP2K+2rYRsaVsFrpIxFdRqXXwBMIXocYYbEjKOSLsvRkqKYM9Dj1k0\n45ev1TDi2RVfg3017fEE80rI1HipRkW+lb+Z1zcnY2VcpgZM6kTk6hXTJ3p/IYtRgi/XEUYIWTRO\nrLVEHv+WcRLoR474c6g+EekV0W8/tlaisPjurXNaRKxHzly7ctml12jR4hZV7j3r6LEWwWptP1pe\nXUPIgPibRdte82mEi+YdIxkjuYlS4Zf+cZpTcIc99jhdPFbUTwglj/pdKT/dQ+bfXcc9kxnwHhrh\nQVPWLfAwQsaXpCrNJK6aErkmaMD02lqNP2ASDUDp2FxhVg/Mq6wjUjaa+c2Vfg9ViASiBg9FhEyr\nyX8GQhYJuGi7FaoIzL9JZMOIPGRKvHRb01W0yBi39VmuIWTR7/tj9E4urIho4gE912uC+oHZUqjY\n64w+E93S0EV+F44jdaVPFcF+Yg4nZN7yR8In1i8p4G3t6nQhmjqGLJqLTBfvwLU1vaC0JH7XVzAp\nS5lQmoSME362CJkvvwX7GKaoz+eCjkKNArjMbKP5HNchZCOIStPJGVATNATbOlmDhivWk0BHXjEP\nW2Sf92p3YIv2Gu+hjU7MJoMAE3koKdNQRfWK+dOtg1EPWc+IGMnnFh0YJWMRAWvpAqoy9sgYe2hu\nw7Z1rf7Y1jl+nftiVLFsSVY/p4VI3kXn69eM1l4bes+7dCzSaFqka2m9BkYJ2YhmrN9UTeXa6zgh\nY8i2kzRP7FGbaicdY3+O0XHCpC1H9YCWh+wVdV2Mvr1r+zpty0jWjBHchZBdU5HU0khQtdvLOVPB\nns4Wedr++blJsKjwaYx3L207gu2RfXwqJx0jdpZIqXe15b0Rsmj71Njfukav24wER7Twu6iHjNus\nLXwu3ddSkfxewLw5tn5z37qWxyW4GOe2esyAsTFmvmjqdPX1bi/5jbR9cbitd8djZEyzJNIz1goq\n1X2t84D2+z4Odd/iaW/4nT9gTne9VWiL4PpzsNa7eq1Wr0crvbGTQV+OmPdm3oLU/DWFerSMMPfH\nSA/IZ4/alb7XQdYf5W82sl+F+dHW9ZdzefAR7S87onhHhKQ2CETjDj0ZjO5f03Q4YXSkhqpYzNhM\nfUCzv/ryCfOxdr0wRDdMtlRTokXGWrVwY8ciGRX1eNG2rt8HIskabf/sPX7mvLeQMydWI+Qr2rcW\nRh0okRbtfvnWtmoFfg0do87feztWm1hLhIBr5T20es3omL+Ht9aoB7gF3lcLTSQSiUQikUgkEon/\nj5CELJFIJBKJRCKRSCQehCRkiUQikUgkEolEIvEgJCFLJBKJRCKRSCQSiQchCVkikUgkEolEIpFI\nPAhJyBKJRCKRSCQSiUTiQUhClkgkEolEIpFIJBIPQhKyRCKRSCQSiUQikXgQPpxOvdniE4lEIpFI\nJBKJRCJxL6SHLJFIJBKJRCKRSCQehCRkiUQikUgkEolEIvEgJCFLJBKJRCKRSCQSiQchCVkikUgk\nEolEIpFIPAhJyBKJRCKRSCQSiUTiQUhClkgkEolEIpFIJBIPQhKyRCKRSCQSiUQikXgQkpAlEolE\nIpFIJBKJxIOQhCyRSCQSiUQikUgkHoQkZIlEIpFIJBKJRCLxICQhSyQSiUQikUgkEokHIQlZIpFI\nJBKJRCKRSDwIScgSiUQikUgkEolE4kFIQpZIJBKJRCKRSCQSD0ISskQikUgkEolEIpF4EJKQJRKJ\nRCKRSCQSicSDkIQskUgkEolEIpFIJB6EJGSJRCKRSCQSiUQi8SAkIUskEolEIpFIJBKJByEJWSKR\nSCQSiUQikUg8CEnIEolEIpFIJBKJROJBSEKWSCQSiUQikUgkEg9CErJEIpFIJBKJRCKReBD+L/5A\nZNotRWryAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f97d1ab86d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"f,axs = pl.subplots(4, 8, figsize=(15,8))\n", | |
"\n", | |
"c=0\n", | |
"for ax in axs:\n", | |
" for sax in ax:\n", | |
" sax.imshow( np.array(sess.run(W_conv1))[:,:,0,c], \n", | |
" interpolation='bilinear', cmap = pl.get_cmap('BlueRed2') )\n", | |
" sax.axis('off')\n", | |
" c += 1\n", | |
"pl.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Third batch" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Epoch 0 with curr performance 0.98540\n", | |
"Epoch 200 with curr performance 0.98540\n", | |
"Epoch 400 with curr performance 0.98520\n", | |
"Epoch 600 with curr performance 0.98570\n", | |
"Epoch 800 with curr performance 0.98530\n", | |
"Epoch 1000 with curr performance 0.98570\n", | |
"Epoch 1200 with curr performance 0.98620\n", | |
"Epoch 1400 with curr performance 0.98640\n", | |
"Epoch 1600 with curr performance 0.98590\n", | |
"Epoch 1800 with curr performance 0.98610\n", | |
"Epoch 2000 with curr performance 0.98620\n" | |
] | |
} | |
], | |
"source": [ | |
"perfEvol_3 = []\n", | |
"\n", | |
"keep_prob = 0.8\n", | |
"nepochs = 2000\n", | |
"intervalCheck = int( nepochs*0.1 )\n", | |
"\n", | |
"for i in range(nepochs+1):\n", | |
" batch_xs, batch_ys = mnist.train.next_batch(50)\n", | |
" sess.run(train_step, feed_dict={x: batch_xs, y_: batch_ys, kp_param: 0.5, learning_rate: 0.01})\n", | |
" \n", | |
" if i % intervalCheck == 0:\n", | |
" correct_prediction = tf.equal(tf.argmax(y_conv,1), tf.argmax(y_,1))\n", | |
" accuracy = tf.reduce_mean(tf.cast(correct_prediction, \"float\"))\n", | |
" currperf = sess.run(accuracy, feed_dict={x: mnist.test.images, y_: mnist.test.labels, kp_param: 1.0})\n", | |
" perfEvol_3.append( currperf )\n", | |
" print \"Epoch %5d with curr performance %.5f\" % (i, currperf)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Epoch 0 with curr performance 0.98620\n", | |
"Epoch 200 with curr performance 0.98610\n", | |
"Epoch 400 with curr performance 0.98680\n", | |
"Epoch 600 with curr performance 0.98570\n", | |
"Epoch 800 with curr performance 0.98590\n", | |
"Epoch 1000 with curr performance 0.98620\n", | |
"Epoch 1200 with curr performance 0.98590\n", | |
"Epoch 1400 with curr performance 0.98590\n", | |
"Epoch 1600 with curr performance 0.98710\n", | |
"Epoch 1800 with curr performance 0.98630\n", | |
"Epoch 2000 with curr performance 0.98620\n" | |
] | |
} | |
], | |
"source": [ | |
"keep_prob = 0.8\n", | |
"nepochs = 2000\n", | |
"intervalCheck = int( nepochs*0.1 )\n", | |
"\n", | |
"for i in range(nepochs+1):\n", | |
" batch_xs, batch_ys = mnist.train.next_batch(50)\n", | |
" sess.run(train_step, feed_dict={x: batch_xs, y_: batch_ys, kp_param: 0.5, learning_rate: 0.01})\n", | |
" \n", | |
" if i % intervalCheck == 0:\n", | |
" correct_prediction = tf.equal(tf.argmax(y_conv,1), tf.argmax(y_,1))\n", | |
" accuracy = tf.reduce_mean(tf.cast(correct_prediction, \"float\"))\n", | |
" currperf = sess.run(accuracy, feed_dict={x: mnist.test.images, y_: mnist.test.labels, kp_param: 1.0})\n", | |
" perfEvol_3.append( currperf )\n", | |
" print \"Epoch %5d with curr performance %.5f\" % (i, currperf)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 35, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Optimal performance: 0.987\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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WzV5VTVX1TkqKCtgdoxqluSeVlgZPNeX/XjaEnl068OjfDt542NTgnTVbdvM/81bz2tvV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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f96c9793250>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"print \"Optimal performance: %4.3f\" % max(perfEvol_3)\n", | |
"\n", | |
"pl.plot(np.arange(0,4000.1 + intervalCheck,intervalCheck), perfEvol_3, 'o--', markersize=12)\n", | |
"delta = nepochs*0.05\n", | |
"pl.xlim(-delta,2*nepochs+delta)\n", | |
"pl.ylim(0.98,0.99)\n", | |
"pl.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 36, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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JmK9LphQzCiRQO5CWWWmsWCS+PKzV7VCu8vlGMqbzvr1ig/2MaD1g+paf7PhBjtdoUcDy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\n3Aj/B9ghQe4Y1wowAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f96c9839f50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"f,axs = pl.subplots(4, 8, figsize=(15,8))\n", | |
"\n", | |
"c=0\n", | |
"for ax in axs:\n", | |
" for sax in ax:\n", | |
" sax.imshow( np.array(sess.run(W_conv1))[:,:,0,c], \n", | |
" interpolation='bilinear', cmap = pl.get_cmap('BlueRed2') )\n", | |
" sax.axis('off')\n", | |
" c += 1\n", | |
"pl.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
" " | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 2", | |
"language": "python", | |
"name": "python2" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 2 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython2", | |
"version": "2.7.13" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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